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\n", + "" + ], + "text/plain": [ + " age_at_diagnosis size lymph_nodes_positive stage lymph_nodes_removed \\\n", + "0 75.65 22.0 10.0 2.0 16.0 \n", + "1 43.19 10.0 0.0 1.0 25.0 \n", + "2 48.87 15.0 1.0 2.0 12.0 \n", + "3 47.68 25.0 3.0 2.0 21.0 \n", + "4 76.97 40.0 8.0 2.0 8.0 \n", + "\n", + " NPI grade grade.1 grade.2 histological ... int_clust_memb.9 site \\\n", + "0 6.04 0 0 1 0 ... 0 1 \n", + "1 4.02 0 0 1 0 ... 0 1 \n", + "2 4.03 0 1 0 0 ... 0 1 \n", + "3 4.05 0 1 0 0 ... 0 1 \n", + "4 6.08 0 0 1 0 ... 0 1 \n", + "\n", + " site.1 site.2 site.3 site.4 Genefu Genefu.1 Genefu.2 Genefu.3 \n", + "0 0 0 0 0 1 0 0 0 \n", + "1 0 0 0 0 1 0 0 0 \n", + "2 0 0 0 0 1 0 0 0 \n", + "3 0 0 0 0 1 0 0 0 \n", + "4 0 0 0 0 1 0 0 0 \n", + "\n", + "[5 rows x 79 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Label data preview:\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " event_time label\n", + "0 2999 0\n", + "1 1484 0\n", + "2 3053 0\n", + "3 1721 0\n", + "4 1241 1" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "features_df = pd.read_csv('./sample data/METABRIC/cleaned_features_final.csv')\n", + "label_df = pd.read_csv('./sample data/METABRIC/label.csv')\n", + "\n", + "print(\"Features data preview:\")\n", + "display(features_df.head())\n", + "print(\"\\nLabel data preview:\")\n", + "display(label_df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset dimensions:\n", + "Features: (1981, 79)\n", + "Labels: (1981, 2)\n", + "\n", + "Survival statistics:\n", + "Total patients: 1981\n", + "Deaths: 888\n", + "Censored: 1093\n", + "Censoring rate: 55.2%\n" + ] + } + ], + "source": [ + "print(\"Dataset dimensions:\")\n", + "print(f\"Features: {features_df.shape}\")\n", + "print(f\"Labels: {label_df.shape}\")\n", + "\n", + "print(\"\\nSurvival statistics:\")\n", + "print(f\"Total patients: {len(label_df)}\")\n", + "print(f\"Deaths: {sum(label_df['label'])}\")\n", + "print(f\"Censored: {len(label_df) - sum(label_df['label'])}\")\n", + "print(f\"Censoring rate: {(len(label_df) - sum(label_df['label'])) / len(label_df) * 100:.1f}%\")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "kmf = KaplanMeierFitter()\n", + "kmf.fit(label_df['event_time'], event_observed=label_df['label'], label='Overall Survival')\n", + "kmf.plot()\n", + "plt.title('Kaplan-Meier Survival Curve for METABRIC Dataset', fontsize=14)\n", + "plt.xlabel('Time (days)', fontsize=12)\n", + "plt.ylabel('Survival Probability', fontsize=12)\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(data=label_df, x='event_time', hue='label', bins=30, \n", + " kde=True, element='step', palette=['green', 'red'])\n", + "plt.title('Distribution of Event Times by Outcome', fontsize=14)\n", + "plt.xlabel('Time (days)', fontsize=12)\n", + "plt.ylabel('Count', fontsize=12)\n", + "plt.legend(['Censored (0)', 'Event/Death (1)'])\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", + "\n", + "# Age distribution\n", + "sns.histplot(data=features_df, x='age_at_diagnosis', kde=True, ax=axes[0], color='skyblue')\n", + "axes[0].set_title('Distribution of Age at Diagnosis', fontsize=14)\n", + "axes[0].set_xlabel('Age (years)', fontsize=12)\n", + "axes[0].set_ylabel('Count', fontsize=12)\n", + "\n", + "# Tumor size distribution\n", + "sns.histplot(data=features_df, x='size', kde=True, ax=axes[1], color='lightgreen')\n", + "axes[1].set_title('Distribution of Tumor Size', fontsize=14)\n", + "axes[1].set_xlabel('Size (mm)', fontsize=12)\n", + "axes[1].set_ylabel('Count', fontsize=12)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", + "combined_df = pd.concat([features_df, label_df], axis=1)\n", + "\n", + "# NPI distribution\n", + "sns.histplot(data=features_df, x='NPI', kde=True, ax=axes[0], color='purple')\n", + "axes[0].set_title('Distribution of Nottingham Prognostic Index', fontsize=14)\n", + "axes[0].set_xlabel('NPI Score', fontsize=12)\n", + "axes[0].set_ylabel('Count', fontsize=12)\n", + "\n", + "# NPI by survival status\n", + "sns.boxplot(x='label', y='NPI', data=combined_df, ax=axes[1])\n", + "axes[1].set_title('NPI Score by Survival Status', fontsize=14)\n", + "axes[1].set_xlabel('Event (0=Censored, 1=Death)', fontsize=12)\n", + "axes[1].set_ylabel('NPI Score', fontsize=12)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_1786453/3366237176.py:13: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " axes[0].set_xticklabels(grade_data.index, rotation=45)\n", + "/tmp/ipykernel_1786453/3366237176.py:23: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " axes[1].set_xticklabels(histological_data.index, rotation=45)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "grade_columns = [col for col in features_df.columns if 'grade' in col]\n", + "histological_columns = [col for col in features_df.columns if 'histological' in col]\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(16, 8))\n", + "\n", + "# Grade distribution\n", + "if grade_columns:\n", + " grade_data = features_df[grade_columns].sum()\n", + " axes[0].bar(grade_data.index, grade_data.values, color='lightblue')\n", + " axes[0].set_title('Distribution of Tumor Grades', fontsize=14)\n", + " axes[0].set_xlabel('Grade', fontsize=12)\n", + " axes[0].set_ylabel('Count', fontsize=12)\n", + " axes[0].set_xticklabels(grade_data.index, rotation=45)\n", + " axes[0].grid(True, axis='y')\n", + "\n", + "# Histological type distribution\n", + "if histological_columns:\n", + " histological_data = features_df[histological_columns].sum()\n", + " axes[1].bar(histological_data.index, histological_data.values, color='lightgreen')\n", + " axes[1].set_title('Distribution of Histological Types', fontsize=14)\n", + " axes[1].set_xlabel('Histological Type', fontsize=12)\n", + " axes[1].set_ylabel('Count', fontsize=12)\n", + " axes[1].set_xticklabels(histological_data.index, rotation=45)\n", + " axes[1].grid(True, axis='y')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "combined_df['size_group'] = pd.qcut(combined_df['size'], 3, labels=['Small', 'Medium', 'Large'])\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "for size_group in combined_df['size_group'].unique():\n", + " subset = combined_df[combined_df['size_group'] == size_group]\n", + " kmf = KaplanMeierFitter()\n", + " kmf.fit(subset['event_time'], event_observed=subset['label'], label=f'Tumor Size: {size_group}')\n", + " kmf.plot()\n", + "\n", + "plt.title('Kaplan-Meier Survival Curves by Tumor Size', fontsize=14)\n", + "plt.xlabel('Time (days)', fontsize=12)\n", + "plt.ylabel('Survival Probability', fontsize=12)\n", + "plt.grid(True)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14, 12))\n", + "numerical_features = features_df.select_dtypes(include=['float64', 'int64'])\n", + "correlation = numerical_features.corr()\n", + "mask = np.triu(np.ones_like(correlation, dtype=bool))\n", + "sns.heatmap(correlation, mask=mask, annot=False, cmap='coolwarm', \n", + " center=0, linewidths=0.5, cbar_kws={\"shrink\": .8})\n", + "plt.title('Correlation Heatmap of Numerical Features', fontsize=16)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "combined_df['age_group'] = pd.cut(combined_df['age_at_diagnosis'], \n", + " bins=[0, 45, 60, 75, 100], \n", + " labels=['<45', '45-60', '60-75', '>75'])\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "for age_group in combined_df['age_group'].unique():\n", + " subset = combined_df[combined_df['age_group'] == age_group]\n", + " kmf = KaplanMeierFitter()\n", + " kmf.fit(subset['event_time'], event_observed=subset['label'], label=f'Age: {age_group}')\n", + " kmf.plot()\n", + "\n", + "plt.title('Kaplan-Meier Survival Curves by Age Group', fontsize=14)\n", + "plt.xlabel('Time (days)', fontsize=12)\n", + "plt.ylabel('Survival Probability', fontsize=12)\n", + "plt.grid(True)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(combined_df['lymph_nodes_removed'], combined_df['lymph_nodes_positive'], \n", + " alpha=0.5, c=combined_df['label'], cmap='coolwarm')\n", + "plt.colorbar(label='Event (0=Censored, 1=Death)')\n", + "plt.title('Lymph Nodes Removed vs. Positive Lymph Nodes', fontsize=14)\n", + "plt.xlabel('Number of Lymph Nodes Removed', fontsize=12)\n", + "plt.ylabel('Number of Positive Lymph Nodes', fontsize=12)\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "combined_df['NPI_risk'] = pd.cut(combined_df['NPI'], \n", + " bins=[0, 3.4, 5.4, 10], \n", + " labels=['Low', 'Moderate', 'High'])\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "for risk_group in combined_df['NPI_risk'].unique():\n", + " subset = combined_df[combined_df['NPI_risk'] == risk_group]\n", + " kmf = KaplanMeierFitter()\n", + " kmf.fit(subset['event_time'], event_observed=subset['label'], label=f'NPI Risk: {risk_group}')\n", + " kmf.plot()\n", + "\n", + "plt.title('Kaplan-Meier Survival Curves by NPI Risk Group', fontsize=14)\n", + "plt.xlabel('Time (days)', fontsize=12)\n", + "plt.ylabel('Survival Probability', fontsize=12)\n", + "plt.grid(True)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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age_at_diagnosissizelymph_nodes_positivelymph_nodes_removedNPI
meanmedianstdmeanmedianstdmeanmedianstdmeanmedianstdmeanmedianstd
label
058.34562758.72012.09452723.40486820.013.199531.2419220.02.76158612.51873611.08.1110663.8230654.031.076662
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" + ], + "text/plain": [ + " age_at_diagnosis size \\\n", + " mean median std mean median std \n", + "label \n", + "0 58.345627 58.720 12.094527 23.404868 20.0 13.19953 \n", + "1 63.469966 65.495 13.729128 27.836345 25.0 15.34113 \n", + "\n", + " lymph_nodes_positive lymph_nodes_removed \\\n", + " mean median std mean median \n", + "label \n", + "0 1.241922 0.0 2.761586 12.518736 11.0 \n", + "1 2.502727 1.0 4.765136 13.212405 12.0 \n", + "\n", + " NPI \n", + " std mean median std \n", + "label \n", + "0 8.111066 3.823065 4.03 1.076662 \n", + "1 8.400444 4.199245 4.05 1.172755 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Statistical significance tests between survival groups:\n", + "age_at_diagnosis: t-stat=-8.710, p-value=0.000000\n", + "size: t-stat=-6.802, p-value=0.000000\n", + "lymph_nodes_positive: t-stat=-6.989, p-value=0.000000\n", + "lymph_nodes_removed: t-stat=-1.856, p-value=0.063587\n", + "NPI: t-stat=-7.364, p-value=0.000000\n" + ] + } + ], + "source": [ + "# Create a summary table of key features by outcome\n", + "summary_stats = combined_df.groupby('label')[['age_at_diagnosis', 'size', 'lymph_nodes_positive', \n", + " 'lymph_nodes_removed', 'NPI']].agg(['mean', 'median', 'std'])\n", + "display(summary_stats)\n", + "\n", + "# Test for statistical significance\n", + "from scipy import stats\n", + "\n", + "print(\"Statistical significance tests between survival groups:\")\n", + "for feature in ['age_at_diagnosis', 'size', 'lymph_nodes_positive', 'lymph_nodes_removed', 'NPI']:\n", + " stat, pval = stats.ttest_ind(\n", + " combined_df[combined_df['label']==0][feature],\n", + " combined_df[combined_df['label']==1][feature],\n", + " equal_var=False\n", + " )\n", + " print(f\"{feature}: t-stat={stat:.3f}, p-value={pval:.6f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tensorflow1.15_nvidia", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Image/result_metabric.ipynb b/Image/result_metabric.ipynb new file mode 100644 index 0000000..952fe18 --- /dev/null +++ b/Image/result_metabric.ipynb @@ -0,0 +1,727 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import os\n", + "\n", + "# Set style for plots\n", + "plt.style.use('ggplot')\n", + "sns.set_context(\"notebook\", font_scale=1.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "C-index Mean Results:\n" + ] + }, + { + "data": { + "text/html": [ + "
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144yr c_index288yr c_index432yr c_index
Event_1-1.00.8507770.881452
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" + ], + "text/plain": [ + " 144yr c_index 288yr c_index 432yr c_index\n", + "Event_1 -1.0 0.850777 0.881452" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Brier Score Mean Results:\n" + ] + }, + { + "data": { + "text/html": [ + "
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144yr B_score288yr B_score432yr B_score
Event_10.0126380.0335970.053708
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" + ], + "text/plain": [ + " 144yr B_score 288yr B_score 432yr B_score\n", + "Event_1 0.012638 0.033597 0.053708" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cindex_mean = pd.read_csv('METABRIC/results/result_CINDEX_FINAL_MEAN.csv', index_col=0)\n", + "cindex_std = pd.read_csv('METABRIC/results/result_CINDEX_FINAL_STD.csv', index_col=0)\n", + "brier_mean = pd.read_csv('METABRIC/results/result_BRIER_FINAL_MEAN.csv', index_col=0)\n", + "brier_std = pd.read_csv('METABRIC/results/result_BRIER_FINAL_STD.csv', index_col=0)\n", + "\n", + "print(\"C-index Mean Results:\")\n", + "display(cindex_mean)\n", + "print(\"\\nBrier Score Mean Results:\")\n", + "display(brier_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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kIiL3IxcXF5vffwB+9atf8cgjj5CUlIS3tzcwsHu2rZ3fDhw4QHd3t9XPmdraWjZt2gQM/PJ9MAXE71X6RiciABw9epTGxkZgYNmaaZaSiWmbZy8vL6Kioqxe7+HhAQz85f3T7Tea2llcXAxAWFiY+X/GIiIiAB988AG7du3C09OTyMhICgsLLdqHDx9OREQEAMnJyWzevJnf/va3VFZWEhAQQHNzMwcOHOD69eusWLHC/LpHH32UqKgojh8/zksvvUR8fDxGo5Fz585RUFDAmDFj+PKXv3xH71VERO5tjo6ONr//mHh6elq0r127lqCgICZOnIi3tzft7e1UVFRw+vRpfHx8LIqENzU1sWnTJq5evcrixYu5ePEiFy9etDj/tGnTbAZW9yIFTCICwOHDh6msrLQ4ZtoOGv4XMImIiAy18+fPA9DW1sbWrVut2n18fMwB0xNPPMH69evJzMyksLCQnJwcXF1dCQoK4mtf+xrBwcEWr01JSSEoKIj8/Hzef/99ent78fLyIiEhgaSkJItZTSIiIrdq4cKFlJeXc+DAAdrb23F0dGTs2LEsXbqURYsWYTQazX3r6+vNO8vt2bPH5vnWr19/3wRMhn5V1hURERERERERETtoFzkREREREREREbGLAiYREREREREREbGLAiYREREREREREbGLAiYREREREREREbGLAiYREREREREREbGLAiYREREREREREbGLAiYREREREREREbGLAiYREREREREREbGLAiYREREREREREbGLAiYRERG5ayoqKli2bBnp6el3eyhWNmzYwLJly+72MP7fGhoaWLZsGW+++ebdHso94X5/niIiIvc6x7s9ABEREblzBvMFe/369UyZMuUOjObuevPNN8nLy+ONN95g9OjRd3s4N7VhwwYqKysH3T8mJobk5OQhHNHt19DQwPPPP29xbNiwYXh4eDBx4kQWLFhAWFjYXRrd/6Snp5ORkfHQ/HciIiIyWAqYREREHkJJSUk3bPPx8bmDI7l3Pf/883R1dd3tYQAQGxtLcHCwxbGioiJqa2t54oknCAgIsGgLCAjAy8uLX//617i5ud3BkdrPzc2NxMREALq7u6mtreX06dOcPn2alStXmttu1b30PEVERB5ECphEREQeQloq9Pm+8IUv3O0hmMXGxloda2xspLa2loiICJvtAOPHjx/agQ0Bd3d3q89nbm4uW7duZefOncTHx+Pi4nLL572XnqeIiMiDSAGTiIiI2PSHP/yBnJwcXnzxRWbOnGnV/s9//pN169YRGRnJ2rVrAfj3v/9Nbm4u5eXlNDY2cu3aNUaOHEloaChJSUl4e3sP6tqrV68GsFk/6EZLlE6ePMnx48c5f/48LS0tAIwbN46YmBgWLFjAsGH/Kz356QDj08uyfHx8zNc0LUv7bH2ovr4+cnJyyM3Npa6uDgA/Pz/i4uL40pe+ZHEd07WCg4NZs2YNO3fupLi4mPb2dnx9ffnqV79KXFzcoN6TW2VachYTE2N+P8FyaWBJSQnZ2dk0NDQwcuRI4uPjWbJkCQaDgcLCQjIzM6mrq8PFxYVZs2bxrW99C2dnZ6trXb58mT179nDmzBlaW1sxGo2EhISQnJzMuHHj7L6X2NhY/vSnP9HV1cWlS5cIDAwEoLy8nMzMTD766CO6urrw8fEhIiKCJUuWWM3csvU8Kyoq2LhxI0lJSURERLBz507OnTtHT08Pjz32GE8//TSTJk0y91+9ejWNjY0AbNy40eL8pvO2traSmZlJcXExLS0tODg44OnpSVBQEElJSYwZM8bu90NERORepIBJREREbIqNjSUnJ4e8vDybAVNeXp65n8nJkyc5ePAgU6ZMISgoCEdHR+rq6jh8+DDFxcW8/vrreHl5Dcl409LSMBgMBAYG4uXlRWdnJ2fOnOGdd97h/PnzfP/73zf3TUpKMi8xS0xMNIcR7u7un3udN954g4KCAry9vYmPjwcGlqtt376ds2fPkpKSYvWajo4OUlNTcXR0JCoqiu7ubo4fP87WrVsxGAw3nIE0lP7yl79QWVlJeHg4oaGhnDp1il27dtHT04PRaCQtLY2ZM2fyxS9+kbKyMrKzs+nr6+M73/mOxXn+8Y9/sGXLFnp7ewkPD8fX15fm5mZOnjxJSUkJ69evZ+LEibdt3AaDAYCDBw+yfft2XFxciIqKwtPTk8rKSvbu3UtxcTGvvPLKoJ4nwL/+9S8yMzMJCgpi3rx5NDU1ceLECTZt2sTmzZvNIVliYiJFRUVUVlYSExNjtZy0q6uL1NRU6uvrmTZtGuHh4cDAbLNTp04RFRWlgElERB5YCphEREQeQjfatc3Z2ZnFixcDEBQUxNixYykpKaG9vR2j0Wju193dzYcffoinpyfTp083H587dy6LFi3CycnJ4rylpaW89tpr7N692yqguF1+/OMf4+vra3Gsr6+P3/3udxw9epQFCxbw+OOPAwOzikxLzBITEwdd5LugoICCggImTJjAxo0bGT58OADLly9nw4YNFBQUMGPGDGbPnm3xutraWubNm8ezzz5rnuG0aNEiXnjhBfbu3XtXAqaamhq2bNliDvySk5NJSUlh3759ODs78/rrr+Pn5wcMPO+XXnqJ3Nxcli1bhqenJwDt7e385je/wcXFhY0bN5r7A1y8eJF169axbds2fvGLX9g11tzcXLq6unBxccHf35/Gxkbefvtthg8fzmuvvWaxFHD79u0cOHCAd999l+9+97uDOn9JSQnf+973LJ7DwYMHeeutt8jKymLVqlXAwDPr6OigsrKS2NhYqyLf5eXl1NfXk5iYyMqVKy3aenp66O7u/v+9ASIiIveBYZ/fRURERB40GRkZNv/Zs2ePRb+YmBh6enooKCiwOF5cXExHRwezZ8/GwcHBfNzLy8sqXAIIDQ3F39+f0tLSIbkfwCpcgoFdyExFoW/HtXNzcwF4+umnzeESwPDhw1mxYgUAhw4dsnqdi4sLzzzzjMXyOT8/PyZNmsTly5f55JNP7B7brVq6dKnFbDJ3d3fCw8Pp6upi/vz5FmGRk5MT0dHR9PT0cPnyZfPxo0eP0tHRQXJyskV/gEceeYT4+HhqamrMSwkHo6Ojg/T0dNLT09mxYwc///nP+f3vfw/AU089hbOzM/n5+fT09JCQkGBVZ2r58uW4urpy9OjRQQc6kyZNsgr54uLicHBw4KOPPhr02E1sLSN0dHTE1dX1ls8lIiJyv9AMJhERkYfQjWYwfVZMTAzvvfceeXl5LFiwwHz8yJEjgHXx6f7+fvLz88nLy+PChQt0dHTQ19dnbnd0HLq/ely9epXMzExOnz5NfX291Y5hprpM9qipqcFgMNjcnj44OJhhw4Zx4cIFqzZfX1+bu7mZalK1t7dbBFZ3gq1la6bA6WZtzc3N5mPV1dXAwAwtW5+p//znPwDU1dVZBVA30tnZSUZGBjAQEBqNRsLCwkhISGDGjBnAwJI2gJCQEKvXG41GAgICqKqq4vLly1Y77Nny2GOPWR1zdHTE09OTjo6OQY0bBj4DXl5e7N27l5qaGsLCwpg8eTIBAQFWtblEREQeNAqYRERE5Ia8vb2ZOnUqZWVl5pCgra2N0tJSAgICePTRRy36//nPfyYrK4tRo0YRGhqKl5eXeTZHXl6euUDy7dbR0cFPfvITGhoaCAwMJCYmBqPRyLBhw+js7CQrK+u2LE/q7OzEaDTaDMocHBzw8PDg448/tmq7US0g0+yvT4dwd4qtwMsUgthqM421t7fXfOzq1auA7Vlbn3YrM7Q+XWj9Rq5duwbAqFGjbLabjnd2dg7qmrbuFwbu+VaejZubGz/72c9IT0/n1KlT5llzHh4eJCQk8PWvf31IQ1YREZG7ST/hRERE5KZiYmIoKysjLy+PFStWkJ+fT29vLzExMRb92tra+Pvf/46/vz+vvvqq1XKgDz/8cNDXNBgM9PT02GyzFRocOnSIhoYGkpKSrLa4r66uJisra9DXvhk3Nzfa29vp6emxCgp6e3u5evXqQ7UMyhTMbN682SpsHEqm97i1tRV/f3+r9v/+978W47uTvL29ee655+jv76euro4zZ86QnZ1NRkYGfX19LF++/I6PSURE5E7QXF0RERG5qcjISFxdXcnPz6evr4+8vDwcHBysClnX19fT399PaGioVcjS3NxMQ0PDoK/p7u5OW1ubzZDp/PnzVseuXLkCQFRUlFVbZWWlzWuYZuvcygyVCRMm0N/fT1VVlVVbVVUVfX19TJgwYdDnu9+Ziqbbej+Gkuk9rqiosGrr6OjgwoULODk5WdVnuh0G+7kxGAz4+/uzcOFCXn75ZWBgt0EREZEHlQImERERuSlnZ2dmzZpFS0sL+/fvp7a2lrCwMPNOYiamndjOnj1r8eX7k08+Ydu2bRZLqz5PYGAgvb295lpPJkeOHOHcuXNW/U3X/mzgUFNTw9/+9jeb1/Dw8ACgqalp0OOKi4sDIC0tzaLGU1dXFzt27ABg3rx5gz7f/S4uLg53d3cyMjJsFsPu6+uzGQLZa86cOTg4OPDBBx+Yw0WT9957j2vXrjFnzhybBeftdbPPzaVLl2htbbU63tbWBgwUexcREXlQaYmciIjIQ+hmRb4jIiKsCiPHxsZy+PBh0tLSAKyWxwGMHDmS6Ohojh07xosvvkhoaCidnZ2UlZXh5OREQECAzQLYtixcuJAjR47w1ltvUV5ejre3N7W1tVRXVzNjxgxKSkos+s+dO5fMzEzeeecdKioq8PX15cqVKxQXFxMZGcmxY8esrhESEkJmZibbtm0zz9Jyd3e3KGb+WbNnz6aoqIjCwkLWrFnDzJkzMRgMFBUV0dDQQHR0NHPmzBnUPT4IPDw8WLNmDVu2bGHdunWEhISYl6w1NzdTXV1Ne3u7OXy7XUaPHs3KlSv54x//yI9+9CNmzZrFiBEjqKyspLq6mvHjx/PNb37ztl7TZMqUKRgMBtLS0rh06ZK5vtbSpUspKyvj3XffJSgoiLFjxzJixAhaWlooKirCYDDw5JNPDsmYRERE7gUKmERERB5Cpl26bBk9erRVwDR58mRzaGM0GgkPD7f52ueee44xY8Zw7NgxsrOzGTFiBOHh4XzjG9/gl7/85aDH5+fnR2pqKjt37qS4uBgHBwcmT57Mq6++yokTJ6wCJi8vLzZt2sSOHTs4e/YspaWljBs3jlWrVjF16lSbAdP06dN55plnOHToEFlZWfT09ODj43PTgAngBz/4AcHBweTm5pKTkwPA+PHj+fa3v838+fMHfY8PiqlTp7J582b27dtHaWkpZ8+exdHRkVGjRhESEkJkZOSQXDchIQFfX1/27dvHiRMn6OrqwtvbmyeffJIlS5bcsLC6vfz8/Fi9ejX79u0jOzvbXDx+6dKlhIaG0tTURFVVFUVFRVy7do1Ro0Yxbdo0vvKVrzBp0qQhGZOIiMi9wNDf399/twchIiIiIiIiIiL3L9VgEhERERERERERuyhgEhERERERERERuyhgEhERERERERERuyhgEhERERERERERuyhgEhERERERERERuyhgEhERERERERERuyhgEhERERERERERuyhgEhERERERERERuyhgEhERERERERERuyhgEhERERERERERuyhgEhERERERERERuyhgEhERERERERERu/wfiGFwGZsQbLwAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "x = np.arange(len(cindex_mean.columns))\n", + "width = 0.35\n", + "\n", + "for i, event in enumerate(cindex_mean.index):\n", + " plt.bar(x + i*width, cindex_mean.loc[event], width, \n", + " label=event, yerr=cindex_std.loc[event],\n", + " capsize=5, alpha=0.7)\n", + "\n", + "plt.xlabel('Evaluation Time Points')\n", + "plt.ylabel('C-index')\n", + "plt.title('C-index Performance Across Different Time Points')\n", + "plt.xticks(x + width/2, [col.split('yr')[0] for col in cindex_mean.columns])\n", + "plt.legend(title='Event Type')\n", + "plt.ylim(0, 1.0) # C-index typically ranges from 0.5 to 1.0\n", + "plt.grid(True, linestyle='--', alpha=0.7)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "x = np.arange(len(brier_mean.columns))\n", + "width = 0.35\n", + "\n", + "for i, event in enumerate(brier_mean.index):\n", + " plt.bar(x + i*width, brier_mean.loc[event], width, \n", + " label=event, yerr=brier_std.loc[event],\n", + " capsize=5, alpha=0.7)\n", + "\n", + "plt.xlabel('Evaluation Time Points')\n", + "plt.ylabel('Brier Score')\n", + "plt.title('Brier Score Performance Across Different Time Points')\n", + "plt.xticks(x + width/2, [col.split('yr')[0] for col in brier_mean.columns])\n", + "plt.legend(title='Event Type')\n", + "plt.ylim(0, 0.3) # Brier score typically ranges from 0 to 1, lower is better\n", + "plt.grid(True, linestyle='--', alpha=0.7)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compare performance across iterations for C-index\n", + "plt.figure(figsize=(14, 7))\n", + "\n", + "iterations = 5 \n", + "eval_times = [144, 288, 432] \n", + "events = cindex_mean.index.tolist()\n", + "\n", + "fig, axes = plt.subplots(1, len(eval_times), figsize=(18, 6), sharey=True)\n", + "\n", + "for t, time_point in enumerate(eval_times):\n", + " time_col = f\"{time_point}yr c_index\"\n", + " \n", + " # Data to plot\n", + " itr_values = []\n", + " for itr in range(iterations):\n", + " df = pd.read_csv(f'METABRIC/results/result_CINDEX_itr{itr}.csv', index_col=0)\n", + " itr_values.append(df[time_col].values)\n", + " \n", + " itr_values = np.array(itr_values).T \n", + " \n", + " # Plot for each event\n", + " for e, event in enumerate(events):\n", + " axes[t].plot(range(iterations), itr_values[e], 'o-', label=event)\n", + " \n", + " axes[t].set_title(f'Time: {time_point}')\n", + " axes[t].set_xlabel('Iteration')\n", + " if t == 0:\n", + " axes[t].set_ylabel('C-index')\n", + " axes[t].grid(True, linestyle='--', alpha=0.7)\n", + " axes[t].set_xticks(range(iterations))\n", + "\n", + "plt.suptitle('C-index Performance Across Iterations', fontsize=16)\n", + "plt.legend(title='Event Type', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.tight_layout(rect=[0, 0, 0.95, 0.95])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compare performance across iterations for Brier score\n", + "plt.figure(figsize=(14, 7))\n", + "\n", + "# Create subplots for each evaluation time\n", + "fig, axes = plt.subplots(1, len(eval_times), figsize=(18, 6), sharey=True)\n", + "\n", + "for t, time_point in enumerate(eval_times):\n", + " time_col = f\"{time_point}yr B_score\"\n", + " \n", + " # Data to plot\n", + " itr_values = []\n", + " for itr in range(iterations):\n", + " df = pd.read_csv(f'METABRIC/results/result_BRIER_itr{itr}.csv', index_col=0)\n", + " itr_values.append(df[time_col].values)\n", + " \n", + " itr_values = np.array(itr_values).T # Shape: [num_events, iterations]\n", + " \n", + " # Plot for each event\n", + " for e, event in enumerate(events):\n", + " axes[t].plot(range(iterations), itr_values[e], 'o-', label=event)\n", + " \n", + " axes[t].set_title(f'Time: {time_point}')\n", + " axes[t].set_xlabel('Iteration')\n", + " if t == 0:\n", + " axes[t].set_ylabel('Brier Score')\n", + " axes[t].grid(True, linestyle='--', alpha=0.7)\n", + " axes[t].set_xticks(range(iterations))\n", + "\n", + "plt.suptitle('Brier Score Performance Across Iterations', fontsize=16)\n", + "plt.legend(title='Event Type', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.tight_layout(rect=[0, 0, 0.95, 0.95])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a heatmap to visualize the performance metrics\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 6))\n", + "\n", + "# C-index heatmap\n", + "sns.heatmap(cindex_mean, annot=True, fmt='.3f', cmap='YlGnBu', ax=ax1, vmin=0.5, vmax=1.0)\n", + "ax1.set_title('C-index Performance (Higher is Better)')\n", + "\n", + "# Brier score heatmap\n", + "sns.heatmap(brier_mean, annot=True, fmt='.3f', cmap='YlOrRd_r', ax=ax2, vmin=0, vmax=0.3)\n", + "ax2.set_title('Brier Score Performance (Lower is Better)')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Function to load hyperparameters from log files\n", + "def load_hyperparameters(base_path, iterations):\n", + " hyperparams = []\n", + " for itr in range(iterations):\n", + " try:\n", + " hp_path = f'{base_path}/itr_{itr}/hyperparameters_log.txt'\n", + " params = {}\n", + " with open(hp_path, 'r') as f:\n", + " for line in f:\n", + " if ':' in line:\n", + " key, value = line.strip().split(':', 1)\n", + " # Try to convert to appropriate data type\n", + " try:\n", + " if value.isdigit():\n", + " params[key] = int(value)\n", + " elif value.replace('.', '', 1).isdigit():\n", + " params[key] = float(value)\n", + " else:\n", + " params[key] = value\n", + " except:\n", + " params[key] = value\n", + " params['iteration_number'] = itr\n", + " hyperparams.append(params)\n", + " except Exception as e:\n", + " print(f\"Error loading hyperparameters for iteration {itr}: {e}\")\n", + " \n", + " return pd.DataFrame(hyperparams)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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mb_sizeiterationkeep_problr_trainh_dim_sharedh_dim_CSnum_layers_sharednum_layers_CSactive_fnalphabetagammaout_pathiteration_number
0128500000.60.000130010023elu1.03.00METABRIC/results/0
1128500000.60.000110030011tanh1.03.00METABRIC/results/1
264500000.60.00015020012elu1.01.00METABRIC/results/2
3128500000.60.000130030033tanh1.05.00METABRIC/results/3
464500000.60.00011005022tanh1.01.00METABRIC/results/4
\n", + "
" + ], + "text/plain": [ + " mb_size iteration keep_prob lr_train h_dim_shared h_dim_CS \\\n", + "0 128 50000 0.6 0.0001 300 100 \n", + "1 128 50000 0.6 0.0001 100 300 \n", + "2 64 50000 0.6 0.0001 50 200 \n", + "3 128 50000 0.6 0.0001 300 300 \n", + "4 64 50000 0.6 0.0001 100 50 \n", + "\n", + " num_layers_shared num_layers_CS active_fn alpha beta gamma \\\n", + "0 2 3 elu 1.0 3.0 0 \n", + "1 1 1 tanh 1.0 3.0 0 \n", + "2 1 2 elu 1.0 1.0 0 \n", + "3 3 3 tanh 1.0 5.0 0 \n", + "4 2 2 tanh 1.0 1.0 0 \n", + "\n", + " out_path iteration_number \n", + "0 METABRIC/results/ 0 \n", + "1 METABRIC/results/ 1 \n", + "2 METABRIC/results/ 2 \n", + "3 METABRIC/results/ 3 \n", + "4 METABRIC/results/ 4 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Load hyperparameters\n", + "base_path = 'METABRIC/results'\n", + "iterations = 5 # OUT_ITERATION value from the code\n", + "hp_df = load_hyperparameters(base_path, iterations)\n", + "\n", + "# Display the hyperparameters\n", + "display(hp_df)\n", + "\n", + "# Create a heatmap visualization of the hyperparameters\n", + "plt.figure(figsize=(14, 8))\n", + "# Select only numeric columns for the heatmap\n", + "numeric_cols = hp_df.select_dtypes(include=['number']).columns.tolist()\n", + "numeric_cols = [col for col in numeric_cols if col != 'iteration_number'] # Exclude iteration number\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# First, make sure you have your hyperparameter dataframe loaded\n", + "# If you don't have hp_df defined, you need to load or create it\n", + "\n", + "# Create a figure with subplots\n", + "fig, axes = plt.subplots(2, 3, figsize=(15, 10))\n", + "axes = axes.flatten() # Flatten the 2D array of axes for easier indexing\n", + "\n", + "key_params = ['mb_size', 'h_dim_shared', 'h_dim_CS', 'num_layers_shared', 'num_layers_CS']\n", + "for i, param in enumerate(key_params):\n", + " if param in hp_df.columns:\n", + " axes[i].bar(hp_df['iteration_number'], hp_df[param], color='skyblue')\n", + " axes[i].set_title(f'{param} Values')\n", + " axes[i].set_xlabel('Iteration')\n", + " axes[i].set_ylabel('Value')\n", + " axes[i].grid(True, linestyle='--', alpha=0.7)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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lS+jZsydOnDiB9PR0pKen49y5c3jggQcwaNAgp5e3Z88e/OMf/0CfPn1w77334vDhw1i9ejWOHDmCtWvXIj09He3bt8fdd9+NU6dOYfXq1Rg4cCBOnDgBrVbr1LqEEBgyZAh27tyJm266CdOmTUNQUJD5b3zzzTfjhhtusHjPqVOn0L17d7Ru3RoTJ05Efn4+Pv30U/NJJX/+85/N87q6vbS3PXe2Htm5cycGDBiAqqoq3H777bj22mtx8OBB9O3bF/369XMqr5MnTyI9PR15eXno168fxo0bh9zcXKxcuRIbNmzAf//7XwwfPtzqfe7od1cz1W6mum3z5s24/fbbzXXrtddeizNnzmD16tXYsGEDtm7diuuvv95qOQ8//DB27NiBYcOGISMjA2q1Gt26dUNycjJee+01ADDfqrPm99vR73FNVVVV6NevH/Lz8zFo0CBERUWhVatW5uk6nQ4DBw5Efn4+br31VlRVVWHFihUYNWoUtmzZgrfffhu7d+/G0KFDERISgpUrV2LGjBlo2rQpxowZY15Ofn4+Hn74YfTs2RMDBw5E06ZNce7cOXzxxRfIyMjAu+++i2nTplllodPpMHjwYOTl5WHo0KEICgrCmjVr8MQTT6CiosLqioZ3330Xf/nLX6BWqzFixAi0adMGFy5cwN69e/H222/jzjvvNM/ral1NRHKxLrPGusxSQ9ZlAPDPf/4TAPDss8/a/C2tppq/+zRu3BhnzpzB0aNH0b17d6fXW1NVVRUGDx6M7du3o3379njwwQdRVlaGVatWYcyYMTh48CBeeOEFq/c5UyO66up659SpU+jbty9ycnJw8803Y8iQISgtLcX69esxZMgQLF26FPfee6/VclatWoXNmzeb+96pU6fQuXNnZGZmYs2aNTh06JD5Vp3AH9+d9evXY9SoURBCYPTo0UhKSsK+ffvwzjvvYO3atcjKyrKoZUxs1Vc1Pfroo9i2bRtuueUWDBo0COvWrcPTTz+NqqoqNGrUCE888QRGjhyJm2++GV999RXeeust6PV6vPPOOxbLeeKJJ6BSqXDjjTciPj4ehYWF+Pbbb/Hwww9jz549tf5WOXv2bHz55Zfm9W/duhXvvvsujh8/jm+//dZi3r1792Lw4MHIz89H7969cfvtt6OsrAy//PIL5syZg2effdY87/79+zFo0CDk5+dj8ODBuP3223Hp0iWsWbMG6enp+Pzzz5GRkWHnL071IogkAiCu7lYnT540v/78889bTJs3b54AIGJjY8X9998v9Hq9edoHH3wgAIhHHnnE4j2ZmZkCgNBoNGL//v0W0x555BEBQEyZMsXi9ZycHFFdXW3V3vfee08AEC+++KLF60uXLhUARLdu3URBQYHFtOrqapGXl2f+9/LlywUAsXz58lpSsW3nzp0CgEhISBDnzp0zv67T6cTw4cMFADF//nybn33r1q0Or8fUPrVaLbZt22Z+Xa/XiwEDBpjz//DDDy3eN2XKFAFArFmzxuL1Pn36CACiTZs2Ij8/3/x6eXm56NGjhwAgPvjgA4fbZ/K3v/3N5vqEECI/P9+ibziaw6FDh0RkZKRo0qSJOH78uNX7p0+fbtEvqqura/3cthgMBtG+fXsBwCq/Tz75RAAQ7dq1s9n2yMhI8dNPP1m8Z9y4cQKA+PTTT+tctxBCbN26VQAQffr0sZr27LPPCgCidevWQggh/ve//wmNRiNSUlLEmTNnLOb9+uuvhUqlEiNHjrR43fS37tixo7h48aLNNtS2/o8//lgAEF26dBHFxcXm10tKSsQNN9wgAIiPPvrIalkAxMSJE4VOp7O5LgC1jhWxsbFi+PDhory83Dztu+++EwCsPltBQYHNz5SbmytatGgh2rdvX+v6p06datFvfv75Z6FWq8V1111nMf+XX34pAIhWrVpZZW5al8m3334rAIibbrpJXLlyxWI+03f46rGQiNyH9YzjPFHPfP311xbTnnjiCQFA/OMf/3Cq7Sb33nuvzb/Rnj17RFBQkAAgMjMzLaaZtpE1mbbLtuoCU30RGxtba/957bXXnG77Tz/9ZHM7J4Sx1qtZq9Xsw3PmzLGYd/PmzQKAGDp0qMXr9dle2tqeO1uPGAwG0a5dO5u12WuvvWZel6N9adCgQTa/w99//71Qq9WiUaNGFnWLzH5nyj8pKclq2rJlywQAERERIcrKykR+fr6IiYkRjRs3Fj///LPFvIcPHxYRERGiS5cuFq9PmjRJABAtW7YUJ06csNmGpKQkm+t35XuclJQkAIj+/fuLkpISm+sCIIYPHy4qKirMr5tqs9jYWNG1a1eLuic7O1toNBrRuXNni2VVVFRY1E0mBQUFIi0tTcTGxoqysjKb6x86dKjFtPPnz4vo6GgRHR0tqqqqzK///PPPIigoSMTGxoojR45Yravm+l2pq4nIdazLHMe67A+eqMtOnz4tAIigoCCL3yUcMWvWLAFANGvWTMyZM0ds375dFBYWOt0GIYR44YUXzNvAmrXY+fPnzdvH77//3vy6KzWiPaZ1nDx50uL1I0eOiLCwMAFAfPfdd0II499OURSxYsUKi3mvXLkiOnXqJEJDQ8Xvv/9uft3U9xRFEZs2bbK5flNNdPX6i4uLRaNGjYRKpTKv3+TFF18UAMTAgQNtLqu2+so0PSkpyaImuHLlimjcuLEIDw8XTZo0Eb/88ot5WkVFhbjuuutEcHCwOH/+vMXyav52aaLX68Xdd98tAIgffvjB5voTEhLEqVOnzK/rdDpx8803CwBi9+7d5tcrKytFcnKyzd/khLCsd3Q6nUhJSREhISEWvycLIcTZs2dFy5YtRfPmzS3qPJKLB+5IKnsFVXJyslVRc+rUKQFAhIeHi6KiIotp1dXVIigoSPTt29fidVNRcXXRJIRx5y06OlqEhoY6NHAYDAYRFRUl/vznP1u83qFDBwHAqmCzxdWCatq0aQKAWLp0qdW0//3vf0KlUolWrVpZvF6fgmrChAlW095//30BQNx8881W07Zt22Zzo20qiGwdnDMVRlf/zRxhOnD35Zdf1jmvIzmcPXtWXHPNNSI0NNSiINHr9aJRo0aiefPmNg8OXblyRSiKIu64444625GVlWU+2GJLenq6ACC2b99u1fann37aan7TwZtZs2bVuW4h/sg7KSlJZGZmiszMTPHoo4+aN84qlUqsXr1aCPHHzsb69ettLmvkyJFCrVZbfA9Nf2t7BzFrO3BnOihs6+/59ddfCwBW3zsANguXmtPtjRUARHZ2ttX7kpOTRXJycq2f4WozZswQACyKnprrt1U89+7dWwCw+LHPtGNk+hvYM3LkSAHA5g9FQgjRuXNn0bRpU4c/AxHVD+sZxzV0PXPXXXdZTTtx4oQAIEaNGuVU24UQoqqqSoSHh4vIyEirH9GE+GNn2JkfiNLT062Ws3379lr7T05OjgAgJk+e7HT7TQfuxo0bV+e8NQ8c2fqhMTExUTRu3NjhddvbXta2PXe2HjHVWr1797aat7q6WqSkpDjcl3JzcwUAkZiYaHHAxmTChAkCgHj//ffNr8nsd6b8o6OjzXXb448/LoYOHWoec15//XUhxB8HJRcvXmxzWaYcax7UM/VVez801nbgzpXvselHuYMHD9a6LgA2f4Bq1aqVACC++eYbq2l9+/YVQUFBNvuoLYsWLbKqt2uu/9ixY1bvMf34dfjwYfNr06dPFwDEK6+8Uuc6Xamrich1rMscx7rsD56oy3bv3m0++OasiooKce+995p/2zAdnGrXrp14+OGHbf7WUZtrr71WKIoifv31V6tppgPL99xzj/k12TWiaRv88MMPi8zMTPHMM8+Iu+66y3zQ7rbbbhNCCHHw4EEBQIwePdrmctasWSMAiLfeesv8mqnv2TtBprYDdx9++GGtdbNOpzMf0KpZ29ZVX5mmv/fee1bT7rnnHgFAPPvss1bT5syZIwBYHRCrzb59+wQAMXfuXJvrf/fdd63e869//UsAEG+++ab5tVWrVgkAYsSIEXWu05T/o48+anO6qV7dsGGDQ5+BnMdbZVKD6dy5s9WlxKYHhbZt29biFgIAoFar0axZM5w5c8bm8mw9xDQ6OhqdO3fG9u3b8euvv5pvKaDT6bB06VJ88skn+OWXX1BYWGhxb+CazxUrLS3FkSNH0KxZM3Tp0sWlz+qI/fv3A4DNW/y0bdsW11xzDU6ePInCwkJER0fXe31du3a1es2U/9W3UAKA+Ph4AHAq//T0dKjVahw4cMDp9o0ZMwavv/46Ro4cidGjR2PAgAHo1asXUlJSnF5WSUkJhg8fjrNnz2LFihXo2bOnedrRo0eRn5+PNm3a4Pnnn7f5/rCwMIfuyW7vb2h6PSsrCwcOHEDv3r0tptn6eyQkJACA3fvh23Lq1CnMnTsXABAUFGR+VsusWbPMn930HJjt27fbvA/1hQsXoNfrcfToUav+4MptGvbv3w+VSmXz9qV9+vSptZ8kJycjLi6u1uXaGytKS0vRunVrq/fEx8dj9+7dVq9///33eP3117Fr1y5cuHDB6vmMZ8+etbp9Sps2bWzerrLm3850O40ffvgBiqLYvIXY1Xbt2gWNRoOVK1fafCZfVVUVLl68iMuXL6Nx48Z1Lo+I3If1jCVvqGdc3X4CxmeIlZWV4eabb7bZvr59+9p9poqjbTT1EVv9p66ay57U1FR07twZK1aswKlTp3DrrbciPT0dXbt2tbqtoYmtNgDGHG09N86V7WVt23Nn6xFT/7L1PVGr1UhPT0d2drbNz3k1U91x880327z9er9+/fDhhx/iwIEDuPvuuy2myex3hYWF5rpNrVajUaNGGDp0KKZPn26+1ZApp0OHDpmfGVfT0aNHARhvZZqammoxzdW6DXD+exwaGoo//elPtS43JibGZi3fsmVLnDx5stZ9kOrqavz+++/m7wYA/Pzzz3jppZfw3Xff4dy5c6ioqLB4n63nREdHR+Paa6+1et3W3+6HH34AAAwdOrTWz2NSn7qaiORiXWaJdZljbXRXXVYfISEh+Oc//4nnnnsOmzdvxu7du7F//37s3bsXr7/+Ov75z3/is88+s3lL75qKi4tx/PhxxMfH23wmnqlv2Po9xtkasS6vv/46AONtMbVaLf70pz9hwoQJeOCBBwD8sT0tLCy0We9cvHgRAGz+Pie73gkKCkLv3r2Rk5ODAwcOWNW2da1P1m+uly9fxksvvYSNGzfixIkTKC0ttZhuq96pbf2y6p1Tp07Z/PscO3YMgPHvw9tlugcP3FGDsbXRDQoKqnWaabpOp7M5reZzr2pq3rw5AFg8gHPMmDH4/PPP0bp1a9x6661o3ry5+V7Sr732msUDegsKCgDAYkfRHUzta9Gihc3pLVq0wOnTp1FQUCCloHI2f9M0Z/IPCgpCkyZNcOHCBafb1717d+zYsQPz58/HqlWrzPdtbteuHTIzMzFu3DiHlqPX6zFmzBgcOHAACxYssHg+BmDcCALGDYzpRxNbSkpK6lyXI39D4I8+VZOte9ObMtfr9XWuu6Y+ffrU+fBo0+d+6aWX7M5n63ObvlPOKCwsRKNGjWz+aGivn9S1Lntjhb1p1dXVFq99/vnnGD16NEJDQzFw4ECkpKQgIiICKpXKfI//muOCSW3PFLD1tysoKEBsbCzCwsLsfibA+Peprq622ycB49+HB+6IPIv1jKWGrmdkbj+BP9pf19/BGbJrLnvUajW+/fZbzJs3D6tWrcLjjz8OAIiMjMSkSZOwYMECq+ez2NuWXf3Qe1e3l7Xl5mw9IvPv4y11W1JSEnJycuzOY8rp3XfftTufzLoNcP57HBcXZ/e51vbGxNqm2/o+/PDDD+jXrx+qq6vRv39/jBgxAlFRUVCpVDh48CDWrl0rpW4DHBsz61NXE5FcrMsssS6z1pB1mSn3y5cvo6KiAqGhoU4vo1mzZpg0aRImTZoEwPic18cffxzvvfcepkyZgjNnztR6chYgv94BbNeIjjh58qTd5yWatqdfffUVvvrqq1rna8h6B7CdjSu/VTnbzwoKCtCtWzecPHkS3bt3x913341GjRohKCgIBQUFeP31123WO4Dj30VX6h1bJ5fXxHrHfXjgjnzW+fPnbb7++++/A/hjYNy7dy8+//xzDBgwAJs2bTIPXABgMBiwcOFCi/ebBrvazmKQxdS+33//3eaZqOfOnbOYz9ucP3/e6gyU6upqXLp0yeYVSY646aabsH79elRWVmLfvn3YvHkz3nzzTYwfPx5NmzbFgAED6lzGjBkzsHHjRtx777144oknrKab8rztttuwevVql9p59bJMfe5q3vQ3NLWhsLDQ6b+PvR9k7K0vPz8fOp3O6qx2e/3ElXW54tlnn0VwcDD27t2L6667zmLa/fffj+3bt9d7HTExMbh8+TLKy8vrPHgXHR0Ng8GA/Pz8eq+XiHwL6xnPMrWrrr+DN4uNjcWrr76KV199FcePH8f27duxdOlSLF68GAUFBbU+xN4Rrm4va9ueO1uPyPz7+GLddujQIbtXtNniat0GOP89bqi67fnnn0d5eTm2bt1qdTeHBQsWYO3atfVeR80x09YVCjXVp64mIu/GusyzfL0uS0hIQGJiIk6fPo3vvvsOgwYNqvcyGzVqhKVLl2LLli04ffo0jhw5guuvv77W+X2x3nn99dfx0EMPOfXe+tY7ttjLpiFqnvfeew8nT55EZmam1RVuu3btMl/BWB/OjEWmHNauXYsRI0bUe93kPJWnG0DkKls/FBQWFuLgwYMIDQ01/7hw/PhxAMCIESMsiikA+PHHH1FeXm7xWkREBDp06IDz5887dMtH02Xkzp5NZLo9gq0rpY4fP44zZ86gVatWtZ7x4mm28s/KyoJer6/3rR9CQkLQs2dPzJs3D2+88QYAOLRDvmjRIrzzzjsYNGgQ3n77bZvztG/fHjExMfjhhx9cOoOqJnt/QwDYunUrANgtqhpKjx49AAA7duxokPV16dIFBoMB3333ndW07777Dnq93qO5HD9+HKmpqVY/QhoMBmRlZUlZR48ePSCEwObNmx2a98qVK/j555+lrJuIfAfrGc9q3749wsPDcfDgQYuz6E3quqLd21x77bWYOnUqtm/fDq1WW+8DGrK3l87WI6Zawdb3RK/XO9UGU1/NysqyuhIfYN0GeO/3+Pjx42jUqJHNW7DLONkK+CPzTZs2OTxvQ/19iKjhsC7zLH+oy+677z4AxpNO6rpKrbarp66mUqkQEREBABBC2J03MjISKSkpOHv2rPlWhjWx3rHdj6qrq83t8FQ2pnFl1KhRVtNY7wQmHrgjn/Wf//zHquCZM2cOCgsLMW7cOPMtCkyXZV89MF+4cAEPPvigzWWbzvS4//77rYoFg8FgPgsDgPm2dadPn3aq/VOmTAFg3Jib7tsMGAuzRx99FAaDAVOnTnVqmQ3pueees7hPckVFBZ588kkAwD333OP08nbu3GlV3AJ/nGkVHh5u9/2rV6/G7Nmz0bFjR6xcudKqeDYJCgrCjBkzcO7cOTz00EM213nu3Dn88ssvdba5V69eaNeuHbKysrBq1SqLaatWrcKOHTvQtm1bpKen17ksd5s+fTo0Gg1mzpxpfi5KTVVVVVI3xqb+/eSTT6KsrMz8ellZmflKSE/27+TkZBw7dgx5eXnm14QQmDNnjkN/e0fMmDEDADBr1iybZzPVfG3mzJkAgHvvvdeiTSalpaXme5ETkX9hPeNZGo0Gd911F4qLi63ObN27dy8++ugjzzTMQSdPnsSJEyesXr9y5QoqKysdul2zPbK3l87WIz179kS7du3w3XffWR2EXLx4scPPtwOAa665BgMHDkROTg5ee+01i2m7d+/Gxx9/jNjYWNx2223OfSg3uOeeexATE4O5c+fixx9/tJpuMBik/njp7d/j5ORk5Ofn46effrJ4fdmyZfjyyy+lrOMvf/kLgoKC8Nxzz9ns2zWfQdPQdTURNRzWZZ7l63UZYNy379SpE3bs2IG7777b5m0XS0pKMHfuXLz88svm1+bOnVvrrbRXrVqF3377DbGxsejQoUOdbZgyZQqEEHjssccsDv5eunQJzz33nHkeT+vatStuvvlmrF69Gv/6179sznP48GGXHsdjy8iRI9GoUSOsWLHC6veV1157DSdPnsSAAQOs7i7WUGobV0yPApLhlltuQXJyMtatW4cVK1ZYTa9Z79x6661ISUnBW2+9hY0bN9pc3q5duyx+8yO5eKtM8llDhw5Fr169cOedd6JFixbIyspCVlYWkpOT8eKLL5rn69atG3r16oXVq1ejZ8+eSE9Px/nz57Fp0ya0a9fO/LDQmqZNm4YdO3bgP//5D9q0aYNbb70VTZs2RV5eHr799ltMmTLFXETcdNNNCA8Px2uvvYbLly+b73s8Y8YMu5ee9+zZE7Nnz8bChQvRoUMHjB49GhEREdi0aROOHDmC9PR0PPbYY3JDk+i6665DWloaRo8eDY1Gg7Vr1yI7OxvDhg3DxIkTnV7ewoUL8e233+Lmm29Gq1atoNVq8fPPP2PTpk2IjY01n7VUmwkTJsBgMKBbt2545ZVXrKYnJydj8uTJAIy3fTp06BCWLFmCL774Av369UN8fDwuXLiAY8eO4fvvv8f8+fORmppqd52KouD999/HwIEDMWbMGNx6661o3749/ve//2HNmjWIjIzEBx98AJXK8+dItG/fHv/6178wZcoUpKWlYciQIWjbti10Oh1Onz6NHTt2oGnTpvjtt9+krG/8+PFYu3YtPvvsM6SlpWHkyJFQFAVr1qzByZMnMWbMGNx1111S1uWKmTNn4oEHHkCXLl0watQoaDQafP/99/jll19wyy234Isvvqj3OgYNGoRnnnkGzz//PK677jqMHDkSCQkJOH/+PLKystCjRw/8+9//BgD0798fL774Ip588km0adMGGRkZaNWqFUpKSnDq1Cls374d6enpDl29R0S+hfWM573wwgv45ptv8Nprr2Hv3r1IT0/HuXPn8OmnnyIjIwPr1q3zdBNrdejQIdx+++3o1q0brrvuOrRs2RIXL17E2rVrodPpzM+8c5Xs7aWz9YiiKFi2bBkGDhyIUaNG4fbbb8e1116LgwcP4ptvvsGQIUOc2jYuWbIEvXr1wmOPPYYtW7aga9euyM3NxcqVK6FSqbB8+XJERkY69ZncoXHjxli1ahVuu+029OjRA/3790daWhoURUFubi527dplfn6ODN7+PX7kkUfw5ZdfIj09HXfeeSeio6Oxd+9eZGVlYfTo0VYn0LkiNTUVb7/9trm/33rrrWjTpg0uX76MPXv2ICoqynyVQkPX1UTUcFiXeZ4v12WA8aTzzZs3Y/To0fjoo4/wxRdfmJ8TLITA8ePH8c0336CoqAiLFy82v+/VV1/FnDlz0KVLF3Tt2hVNmzZFYWEh9u/fj127diEoKAhLliwxHzy259FHH8WmTZuwdu1adOrUCRkZGSgrK8PKlStx4cIFzJ492ytOMAeAjz/+GP369cPUqVPxxhtv4MYbb0RMTAzOnDmDn376CUeOHMGuXbsQFxdX73VptVr861//wh133IE+ffrgjjvuQGJiIvbt24ctW7agefPmWLp0qYRP5Zq7774bL730Eh555BFs3boVbdq0wbFjx7B+/Xrcfvvt+PTTT+u9juDgYKxcuRKDBg3C+PHjsXTpUvTo0QMVFRX49ddf8c0335jvTKHRaLB69WoMHjwYw4YNQ8+ePdG5c2eEh4cjNzcXe/bswYkTJ3Du3Lk6L7YgFwkiiQCIq7vVyZMnBQAxadKkWt/Tp08fm9OSkpJEUlKSxWuZmZkCgNi6datYvny56NSpkwgNDRVNmjQRkydPFnl5eVbLuXz5svjLX/4ikpKSREhIiGjdurV48sknRWlpqc11mHz44Yeid+/eIioqSoSEhIjk5GQxfvx4sW/fPov5Nm3aJHr06CEiIiLMGZw8edLmMq+2YsUK0atXL6HVakVISIhITU0Vzz//vCgvL7eat+Znd9Ty5csFALF8+XKraVu3bhUARGZmptW02v5uffr0EQBERUWFePrpp0VycrIIDg4WrVq1EnPmzBEVFRUOt62mL7/8UkyePFlcd911IioqSoSHh4u2bduKGTNmiJycHIt5beVgyr22/67uYwaDQXzwwQeiX79+IjY2Vmg0GtGyZUvRq1cvMX/+fHH69GmH2/7bb7+JCRMmiObNm4ugoCDRvHlzcdddd4nffvvNal57f8O6vitXM/39avv+2PLTTz+JSZMmicTERBEcHCxiY2NFWlqauO+++8Q333xjMa/pb22PvfXr9Xrx1ltviRtuuEGEhYWJsLAwcf3114vFixcLvV7v1LLqmm7ve1zb5zCNH+Hh4aJx48Zi5MiR4qeffqr1b2Rv/ZMmTar1e79hwwYxePBgERsbK4KDg8U111wjRo4caZW3EELs2LFD3HHHHaJFixZCo9GIJk2aiE6dOomZM2eKPXv22Fw3EcnHesa36hkh6t6G1OXcuXPinnvuEU2aNBGhoaGiU6dOYvny5bXWSra2La7UVfVtf25urnjyySdFz549RbNmzURwcLCIj48XQ4YMERs3bnSqDQ2xvTRxph4RQoi9e/eKwYMHC61WK7Rarejfv7/YuXOnS33pzJkz4oEHHhCJiYlCo9GIxo0bi1tvvVX8+OOPNj+7rH5nyr+272lt73nwwQfFtddeK0JCQkRkZKRo166dmDBhgvj8888t5rVXi5jYGyeEcO57XNeyXKnN7H2OL774Qtx4441Cq9WK6OhoMXDgQLF9+/Za/0b21m+v3+zcuVPcfvvtomnTpkKj0YgWLVqIwYMHi5UrV1rN62w/JiLXsC5jXeYrdVlNer1efPbZZ+K2224T8fHxIiQkRISFhYl27dqJqVOniu+//95i/h07doinnnpK9OrVSyQkJIjg4GDz72LTpk0TP/30k1PrLy8vF/PnzxdpaWkiNDRUaLVa0atXL/Hxxx9bzetqjVibpKQkp/prUVGRmD9/vrj++utFRESECA0NFcnJySIjI0MsXbpUlJSUmOetq+8JUXdN9OOPP4qRI0eKJk2aCI1GIxISEsQDDzwgzp496/Sy7E23992q7XP8/PPP4pZbbhFNmzYV4eHh4vrrrxfvvvturX8je+u39x04deqU+Mtf/iKSk5OFRqMRjRo1Et27dxfz58+3mvf8+fPi8ccfF2lpaSIsLExERESIa6+9VowaNUr85z//ETqdzmY2VH+KEHXcHJfIy8yZMwdz5861+XByIiIiIl/AeoaIiIjIO7AuIyIib+P5+7cREREREREREREREREREQ/cEREREREREREREREREXmDIE83gIj8l+nBynUZOXIkOnfu7Na2EBERUWBYs2YNDh48WOd8ycnJmDx5stvb4yxfbz8RERGRia/XNb7efiLyXXzGHRG5jaIoDs23fPlyFjhEREQkxeTJk/H+++/XOV+fPn2wbds29zfISb7efiIiIiITX69rfL39ROS7eOCOiIiIiIiIiIiIiIiIyAvwGXdEREREREREREREREREXoAH7oiIiIiIiIiIiIiIiIi8QJCnGxAIhBDQ6/WebkaDURQFvAMrczBhDszAhDkYMQej2nJQq9UOPx+T/J87aih+B+VinnIxT7mYp1zMUy7ZebKGoppYQ3k/5ikX85SLecrFPOUKlBqKB+4agF6vx4ULFzzdjAahUqkQHh6OsrIyGAwGTzfHY5iDEXNgBibMwYg5GNnLIS4uDkFBLE/ISHYNxe+gXMxTLuYpF/OUi3nK5Y48WUNRTayhvBvzlIt5ysU85WKecgVSDcVbZZJUBoMBJSUlAT8QMQcj5sAMTJiDUaDmEB8fj/j4ePO/DQYDfv31V7Ro0QKPPPKI9PUdPnwY06ZNQ5cuXdC0aVOEhIQgISEBAwYMwOrVq3mmWwAL1O+guzBPuZinXMxTLuYpl6N5Xl1DAUBubi7i4+NZQ1GD4hggF/OUi3nKxTzlYp5yBVIN5X2HEsnnqVQqDkZgDibMgRmYMAcj5mCkUrnv3KF9+/ZhzZo16NGjB3r27Ino6Gj8/vvv+OKLLzBq1ChMnDgRH3zwgdvWT96N30G5mKdczFMu5ikX85TLG/NkDUX2eGOf9WXMUy7mKRfzlIt5yuWNebqjhuKBO5JKrVYjOjoahYWFAfVcv6sxByPmwAxMmIMRczBSq9WIiopy2/LHjRuHyZMnW71eVFSEHj164D//+Q+mT5+O7t27u60N5J34HZSLecrFPOVinnIxT7m8NU/WUFQbb+2zvop5ysU85WKecjFPubw1T3fUULxVJhERETWol156Ce3btwcArFy50nwLg/j4eLz//vsAgG3btkFRFMyZMwc//vgjhg0bhkaNGkFRFOTk5NhdfkhIiM3Xo6KiMHjwYADAsWPH5H0gIiIiogawaNEi9OjRAwBrKCIiIiJH+WINxSvuiIiIqEH17NkTFRUVeOutt5CamoohQ4aYp3Xq1Mli3l27dmHBggVIT0/HlClTcOnSJQQHB7u03rKyMnz77bcAgI4dO7r+AYiIiIg84KabbsLUqVOxbNky1lBEREREDvLFGooH7oiIiKhB9erVC2lpaXjrrbeQlpaGWbNmmafFxcVZzLtlyxYsWbIE999/v9PrOX78OD788EPo9XqcP38eGzZsQF5eHp588kn86U9/qvfnICIiImpIPXv2REJCApYtW8YaioiIiMhBvlhD8cCdlxFCQAjhdQ9YdJTBYEBlZSV0Op3PfgYZ/CEHlUoFRVGgKIqnm0JEAaxz584uFUuAsWCaO3eu+d/BwcF46aWXLAo08h+O1FD+sH32JszTNpVKBZWKTyQgIs9iDUVERETkPG+poXjgzksIIVBZWYnS0lIIITzdnHrJz8/3dBO8gj/koCgKIiIiEBIS4tIBPL1e7xc51AczMGIORszBSK/Xo6CgwKF5nXlw79WGDBkCIQR0Oh1Onz6Njz76CE899RS2b9+O//73vy7f6oC8i7M1FL+DcjFP20JCQqDVap2qn7iNkIt5ysU85WqIPFlDkUwcA+RinnIxT7mYp1zMU65AqqF44M5LlJSUoLKyEiEhIQgODjZf7UTkCaYrFqqqqlBSUgKdTofIyEhPN4uIAlDz5s3rvQyNRoOUlBT8/e9/R3BwMJ588km88cYbePTRRyW0kDyNNRR5E9NOWllZGQCwfiIij2ENRUREROQ8b6mheODOC5huMxQeHo7w8HBPN6feVCoVb5cE/8ghJCQEarUaZWVliIiIcPq2TyqVChERESgtLfX5LFzFDIyYgxFzMDLl4AjZB2CGDh2KJ598Etu2beOPTn7AlRrKH7bP3oR5WtNoNADgdP3EbYRczFMu5ilXQ+TJGopk4hggF/OUi3nKxTzlYp5yBVINxYcveAFTJzPt5Ps6nuVu5C85mPqlK4OhoijQaDR+k4UrmIERczBiDkaKoiAkJASA8TYHDens2bMAgKAgnrvkD1ypoQL9+ycb87TNlfqJ2wi5mKdczFOu+uRpOhmANRQ1JI4BcjFPuZinXMxTLuYpVyDVUDxw50X4BSZvxH5JRO4QGxsLRVGQl5cnfdl79+61+frFixfxxBNPAACGDRsmfb3kOdxWkbdhnyQid4mJiWENRUREROQkX6uheKoUEREROU0IoKREQWWlgpAQAa1WwJnfqbVaLa6//nrs3r0b06dPR+vWraFSqTB27Fhcf/319WrbtGnTcPnyZXTv3h2JiYlQq9XIycnBxo0bUV5ejpEjR2LKlCn1WgcRERGRK4QAiosVVFYCVVUKwsLgVA0VERGBLl26sIYiIiKigBJoNRQP3BEREZHDysoUZGUFY+PGUGRna6DXA2o1kJKiQ0ZGBdLTqxAeLhxa1uLFi/Hss89i69atWLNmDYQQaNeuXb0LpkcffRRr1qzB/v378eWXX6KqqgpNmjRBv379MHHiRNx55528GoaIiIgaVM0a6sQJDYw/x8SgdWvna6g33ngDc+bMYQ1FREREfi9QayhFCOHYpyKXVVdX48KFC3anFxQUICYmxi/uF68oCtit/CeH+vRPRVEQHByMqqoqv8jCFczAiDkY+XoOhw9rsHBhJHJz1VAUICrKALUa0OuBoiIVhAASEvSYPbsYHTvqal2OvRzi4uL8YltIcrijhvKX7bO3YJ62udo3fXkb4W2Yp1zMs35s1VBBQSpUVxucqqHsYQ1FNdVVQzmLY4BczFMu5ikX85SLedZPINdQfMZdgDBdSnrpkgrFxQrcOU54YhC68cYbMXr0aLcse9GiRYiPj0dubq5T7+NgbMygsrIyoLNgBkbMwciXczh8WIPMzCicPq1Gy5Z6JCbqERMjEBkpEBMjkJioR8uWepw+rUZmZhQOH9bUuixfzoF8n7P9riFrKE+obw1lL09Xa6hAxbFRLuYpF/N0XW01lFard7qGIvIUjgFyMU+5mKdczFMu5um6QK+hvO9QIkkl85ZmjnLmzOvKykp89tlnWL9+PX755RcUFRVBq9Wibdu2GDhwIMaPH4+YmBip7WsoPAOdZ5UAzMCEORj5ag5lZQoWLozE5csqJCXpa72HuEYDJCXpceqUGgsXRmLp0is2tzG+mgP5B0e3z56ooZzhLTUU6x15ODbKxTzlYp6usVdDqVQqGAwGAI7XUESewjFALuYpF/OUi3nKxTxdwxqKB+78mq1LSTUa4y3NDh0KxsGDwfW+lNQWlUoFvV5f53xnz57FpEmT8Ouvv6J79+6499570axZMxQWFmLv3r146aWXsHHjRqxfv77OZX333Xded699R3PwZyqVChEREaiurg7YLJiBEXMw8tUcsrKCkZurRnx87QftTBQFiI/XIzdXjaysYAwaVGk1j6/mQP7Bke2zp2ooR3lTDcV6Rx6OjXIxT7mYp2tqq6EURUFQkBo6nTD/iOdIDUXkKRwD5GKecjFPuZinXMzTNayheODOb5kuJb18WYX4eD00V10pGhOjh04H86Wkc+cWNegPT5WVlZg0aRKOHj2KxYsX47bbbrOYft999yEvLw///ve/HVpeSEiIG1pJRERCABs3hgKA1bakNqb5Nm4MxcCBlXUe7CPyJqyhiIhIBtZQRERERM5jDWXEZ9z5oasvJa2tg5suJb18WYWFCyNRVtZwPfqTTz7Br7/+imnTpln94GTSsmVLPPXUUw4tz9bzWUyvZWdn45577kH79u3Rpk0bTJw4ESdPnrRaRklJCf7+97+jS5cuSElJweDBg/HFF1/Uus6LFy/imWeewY033ojk5GR06tQJM2bMsHiOy6+//oqUlBQMHz4cOp3lj3qPPvoo4uPj7a6DiMjTSkoUZGdrEB1tcOp90dEGZGdrUFrqB9USBQzWUJavsYYiInIdaygiIiIi57GGMuKBOz9Un1uaNRTTDy0TJ05063rOnTuHUaNGoWnTpnjqqacwYcIE7NixA1OmTDHfCxcAqqurMWHCBCxbtgw33HADnn32WfTu3RuzZs3CV199ZbXcs2fPYujQoVi9ejWGDRuG559/HhMnTsT27dsxbNgwnD17FgBw3XXX4bnnnsOBAwfwwgsvmN+/evVqrFixApMmTcItt9zi1gyIiOqjslIxP9vLGWq18baCFRX+UTBRYGAN9QfWUERE9cMaioiIiMh5rKGMeKtMP+MNl5I68qDN3377DVqtFq1atarfyuqQk5ODt956CyNHjjS/1rhxYyxYsAA7duxAnz59AACrVq3Cnj17MHXqVMybN8887+DBgy3ea/L3v/8d5eXl2LRpE5KSksyvjxkzBv3798fLL7+M119/HQAwfvx47Nq1C//85z9x0003oXXr1njiiSeQlpaGzMxM93xwLyGEgE6nC+iHrzIDI+Zg5Is5hIQIc/HjDFORFRpq/Vl9MQfyH7X1O2+ooRzhbTXUZ599Jr2GevXVVwEEXg3FsVEu5ikX83Se/RpKwGAQAKzztFdDEXkKxwC5mKdczFMu5ikX83QeaygjXnHnZ7zhUtKaZ2HXpri4GFqttt7rqkvz5s2tfjTq3bs3AODEiRPm1zZs2AAAeOihhyzm7dq1K9LT0y1eKyoqwpYtW9CvXz9ERkYiPz/f/F9ERASuv/56bN++3SKHF198ESkpKZg5cybuvfdeKIqCJUuW+P1zZQwGA4qLix3qE/6KGRgxByNfzEGrFUhJ0aGoyLmSobBQhZQUHSIirAsmX8yB/Edt/c4baihHeFsNtX79egBya6iaAqmG4tgoF/OUi3k6z14NJYTximVbv+HZq6GIPIVjgFzMUy7mKRfzlIt5Oo81lBGvuPMzpktJHT1T3EStBnQ646WkWq37O3dkZCRKS0sdnr+8vBzFxcUWr0VERCAiIsLu+xITE61ei42NBQBcuXLF/NqpU6fQqFEjNGnSxGr+tm3bYseOHeZ/nzhxAgaDAatXr8bq1attrlelshxYIiIi8M4772Dw4MEoKCjAG2+8gdatW9ttOxGRN1AUICOjAgcPBkOnc2z7YnocVUZGhV88EJgCA2soS6yhiIjqhzUUERERkfNYQxnxwJ2fccctzZylVquhr6MB7du3x65du3Dy5EmHbvW0bt06/O1vf7N47W9/+xtmzZpVZ1tq4+olyqYzJG655RaMHz/e7rpr5vDVV1+Z13nkyBGMGjXKpfX7ErVajejoaBQWFtbZJ/wVMzBiDka+mkN6ehUSEvQ4fVqNpCT7z/4SAsjLUyMhQY/09Cqb8/hqDuQfaqtTvKGGcoS31VCKE3tFjtZQVwuUGopjo1zMUy7m6ZraaihFUaDRBEGnqzaPb47UUESewjFALuYpF/OUi3nKxTxdwxqKB+78julS0kOHghET4/hgUFioQufOVQ12Kenw4cOxa9cufPTRR3jmmWfqnL9v375YsWKFxWs1n4tSX0lJScjOzsalS5eszhg/evSoxb+Tk5OhUqlQUVFhvmVUXX744Qe88sor6NevH7RarflZLYMGDZL2GYiI3CU8XGD27GJkZkbh1Ck14uP1Ns940umAs2fVaNzYgMcfL0J4uH/cnoACA2so1yQlJeH48eOsoYiIbGANRUREROQ81lB8xp3fMV1KKsQfl4jWxROXko4bNw7t27fHP//5T6xdu9bmPOfOncMLL7wAAGjWrBl69+5t8Z/MH50yMjIAAG+88YbF63v37kVWVpbFa40aNUK/fv3wzTff4Pvvv7e5vIsXL5r//+XLl/Hggw+iadOmeP311/HSSy8hOTkZM2fOxNmzZ6V9BiIid+rYUYe5c4uQmKhHXp4ap06pUVCgoLhYQUGBglOn1MjLUyMxUY958wrRoUO1p5tM5BTWUK4ZNmwYANZQRES1sVVDXbmioKgIuHKFNRQRERGRLYFeQ/GKOz8k+5Zm7hASEoIPPvgAkyZNwl//+ld88MEH+POf/4ymTZuiuLgY+/btw5dffonU1NQGac8dd9yBFStWYNmyZTh37hx69eqFvLw8/Pvf/0aHDh1w+PBhi/lffPFF3HbbbRg3bhxGjhyJzp07Q6VS4cyZM/j222/xpz/9CW+++SaEEHj44Ydx8eJFrFy5Eo0aNQIALF26FCNGjMCDDz6IVatWISiIX0Ui8n4dO+qwdOkVZGUFY+PGUGRna6DTGW8T2LlzFTIyKpCeXmV1hlN8fDwAWPzQfurUKbRv3x533HEHXnvtNbe0d/369Xj55Zdx4MAB6PV6pKWl4a9//SsmTZrklvWR72MN5bw777wTH330kdQa6rXXXmMNRUR+5eoa6sQJDcrLjRsZZ2uo3Nxc9OjRgzUUUQDw1Bjw1VdfYenSpThy5Aj0ej3atWuHu+++G3feeadb1kdEVBtXayh/wD1dP+Qrl5LGx8djw4YN+PTTT/HFF19gyZIlKC4uhlarRbt27TB79mynnn9SH0FBQfjoo4/wj3/8A+vXr8c333yDa6+9FosWLcLRo0etfnRq0aIFNm/ejHfeeQebN2/G+vXrodFo0Lx5c9x4440YO3YsAOCtt97C1q1bMXv2bNx4443m93fo0AF///vf8fTTT2PhwoV46qmnGuRzEhHVV3i4wKBBlRg4sBKlpQoqKhSEhgpERAivegDw4sWLMWPGDDRu3BgTJkxAcHAwVq1ahcmTJ+Pw4cN4+eWXPd1E8kKsoZzHGoqIyDE1a6iKiiBoNFHQ6YoQGlrNGoqIvMby5cvxzDPPIDY2Frfffjs0Gg02bNiAmTNn4rfffsPf//53TzeRiAKMr9RQsimi5tPlyS2qq6tx4cIFu9MLCgoQExMj9azhw4c1WLgwErm5agBAdLQBajWg1xufxwIACQl6PP54kd9dSkry1Ld/qlQqGAwGN7TMdzADI+ZgFIg52DpT9OzZs+jevbvVmaJxcXH13hbm5OSgffv2iIiIwL59+5CcnAwAuHLlCrp164bs7Gzs3LkTN910U73WQ+7HGop8lat9MxC3Ee7EPOVinnI5kqczV9uwhqKa6qqhXMExQC7ZY4AMubm56NOnD8LCwrB582YkJCQAAAoKCjBs2DDk5ORg7dq16Nq1q9T1ysD+KRfzlIt5yiU7Txk1lDvwGXd+zHQp6VNPFaFz5yoYDMYrIwwGBZ07V+Gpp4qwdOkV/uBEbsUNEzMwYQ5GzAFYtGgRunfvDgBYuXIl4uPjzf+9//77AIBt27ZBURTMmTMHP/74I4YNG4ZGjRpBURTk5OTYXf6//vUvVFZWYvr06eYfnAAgNjbWfHXOkiVL3PLZyD+whiJP4TZCLuYpF/OUy5U8Fy1ahB49egBgDUUNj2OAXLLHgE8//RQAsHPnTsTHx2PRokU4cOAAJk6ciLS0NMTHxyM3N9fu8j/55BNUVlbinnvuMR+0A4CYmBjMmDEDAPCf//zH6XY3BPZPuZinXMxTrkDJ0/sOJZJUnrilGc8iMGIOxgzCw8NRVlYWsFkwAyPmYMQcjHr16oXy8nK88847SE1NxZAhQ8zTOnXqZDHvrl27sGDBAqSnp2PKlCm4dOkSgoOD7S7/22+/BQCL5ZoMHTrUYh4KPI5un33ltrCexnpHHm4j5GKecjFPuVzN86abbsLUqVOxbNky1lDUoDgGyOWOMSAtLc1i3n379mHx4sXo1q0bxowZg/z8fGhs3QO+hu+//x4A0LdvX6tpf/7zny3m8Sbsn3IxT7mYp1yBlCcP3AUIRQG0WgGt1v13RlX4axYA5gAYMwgODkZ5ebmnm+IxzMCIORgxB6NevXohLS0N77zzDtLS0jBr1izztLi4OIt5t2zZgiVLluD+++93ePn/+9//AABt27a1mtaiRQtERETgzJkzKCsrQ3h4uIufgnyVs9vnhqyhfBHrHXm4jZCLecrFPOVyNc+ePXsiISEBy5YtYw1FDYpjgFzuGAOutn37drz44ouYOHGiw8vPzs4GALRu3dpqWrNmzRAeHo5z586hvLwcYWFhTrXdndg/5WKecjFPuQIpT94qk4iIiLxW586dnfrBCQAKCwsBANHR0Tanm143zUdERETkb1hDEQW2tLQ0pw7aAUBxcTEAICoqyuZ00+tFRUX1axwREdWJB+6IiIjIa5mehUdEREREjmMNRRTYOnfu7OkmEBFRPfDAHREREXmt5s2bO/2eus4Gr+tsciIiIiJfxxqKKLBdfftcR0RGRgKo/Yo60+u1XZFHRETy8MAdSefvD4Z0FHMwZhAIDwu1hxkYMQcj5mBkMBgcvh+5K8/PateuHQDg6NGjVtPOnTuH0tJSXHPNNXw2S4AK9O+fbMxTHm4j5GKecjFPuRoiT9ZQJBPHALm8dQxISUkBAJw4ccJq2vnz51FWVoYWLVp41fPtAPZP2ZinXMxTrkDKkwfuSDohhKeb4BWYgzGDioqKgM6CGRgxByPmYCSEgE6nAwDo9Xrpy+/Xrx8AYPPmzVbTNm3aZDEPBZ5A//7Jxjzl4TZCLuYpF/OUqz55qlTGn3FYQ1FD4hggl7eOAb169QIAbNu2zWra1q1bLebxJuyfcjFPuZinXIGUJw/ckXSunNXjj5iDMQONRhPQWTADI+ZgxByMFEVBkyZNoCgK8vLypC//nnvuQUhICBYvXoycnBzz61euXMELL7wAAHjggQekr5d8Q6B//2RjnvJwGyEX85SLecpVnzxjYmJYQ1GD4xggl7eOAWPGjEFISAiWL1+O3Nxc8+sFBQV48803AQATJ06Uvt76Yv+Ui3nKxTzlCqQ8gzzdAPI/KpXKLWf++BrmYMwgMjIShYWFAZsFMzBiDkb+lIMQQEmJgspKBSEhAlqtgKN1k0qlQosWLXD99ddj9+7dmD59Olq3bg2VSoWxY8fi+uuvr1fbWrVqhZdeegkPPfQQunbtijFjxiA4OBirVq3CmTNnMGvWLNx00031Wgf5Lm6f5WKe8vjTNsIbME+5mKc8QgBlZWoEB0eiqqoIYWHVDtdQABAREYEuXbqwhqIGxTFAHneNAYMGDUJqamq92paYmIhnnnkGzz77LIYOHYoRI0ZAo9Fgw4YNOHfuHO6//3507dq1XutwB/ZPuZinXMxTrkDKkwfuiIiIyGFlZQqysoKxcWMosrM10OsBtRpISdEhI6MC6elVCA937JYFixcvxrPPPoutW7dizZo1EEKgXbt29f7RCQBmzJiB5ORkvPzyy/jggw9gMBiQmpqK559/HpMmTar38omIiIicUbOGOnFCA+PPMTFo3dr5GuqNN97AnDlzWEMR+RB3jwEtWrSo94E7AJgyZQquueYaLF26FKtWrYLBYEDbtm0xe/Zs3HnnnfVePhEROUYRgXBDUA+rrq7GhQsX7E4vKChATEwMgoJ8/1iqWq32+yPejvCXHOrTP9VqNaKjowPiLIjaMAMj5mDk6zkcPqzBwoWRyM1VQ1GAqCgD1GpArweKilQQAkhI0GP27GJ07KirdTn2coiLi/OLbSHJ4Y4ayl+2z96Cedrmat/05W2Et2GecjHP+rGuoQRCQ9WoqNCjqEhxuIayhzUU1VRXDeUsjgH10xBjQCBj/5SLecrFPOVyR57eWkPxGXeBQggoxcVQXboEpbjYeG2+H8nNzUV8fDwWLVrk6aYQEfmlw4c1yMyMwunTarRsqUdioh4xMQKRkQIxMQKJiXq0bKnH6dNqZGZG4fBhjaebTCQHaygiIqoHWzVUbKxAVBQQG8saisjfcQwgIiJXeN+hRJJKKStDcFYWQjduhCY7G6Z7mulSUlCRkYGq9HSI8PAGb9fOnTtxxx13WLwWFBSEuLg4pKWlYdq0aUhPT2/wdrni0qVL+Oc//4lvvvkGZ86cgRACjRs3RlpaGvr3749x48Z5uokeI4SAXq9HIF/YywyMmIORr+ZQVqZg4cJIXL6sQlKSvtZnMGg0QFKSHqdOqbFwYSSWLr1i83YvvpoDBRbWUO5XWw2VmpqKAQMGBFwNxbFRLuYpF/N0Te01lPj/LI15OlpDEXkKxwDXcAxoGOyfcjFPuZinXIGUJw/c+THN4cOIXLgQ6txcQFFgiIoyVgN6PYIPHULwwYPQJySgePZs6Dp2lLZeZy5THTZsGAYPHgwAqKqqwvHjx7FixQp8/fXXWLZsmXlaXa655hpkZ2c3+GWtZ8+exbBhw5Cfn49hw4Zh/Pjx0Gg0OH36NH788Ue89957AfejU00GgwGFhYWeboZHMQMj5mDkqzlkZQUjN1eN+PjaD9qZKAoQH69Hbq4aWVnBGDSo0moeX82B/IMjdYqnaihneEsN5ertSVhDWePYKBfzlIt5uqa2GkoIQKertpjXkRqKyFM4BriGY0DDYP+Ui3nKxTzlCqQ8eeDOT2kOH0ZUZiZUly9DHx9v/LGpBn1MDKDTQX36NKIyM1E0d65HfnhKTU3FqFGjLF678cYbcc899+DTTz+t80en4uJiREZGQlEUhIaGSm+fafm1eeedd3Dx4kXMnTsX06ZNs5ou857yzhBCoKysDBERER5ZPxH5DyGAjRuN46vGwbu2mObbuDEUAwdW1nmwj8ibsIaSgzUUEQU61lBEgY1jABER1QefceeHlLIyRC5caPzBKSmp9gpBo4E+KQmqy5cRuXAhlLIyKetXq9X1en+zZs0AAJqr2n3jjTdi9OjR+OWXXzBx4kSkpqaiffv2AOw/n2XDhg0YNWoU2rVrh5SUFAwaNAgff/yx1Xz2ll+bkydPAoDNW1Kp1WrExcVZvX769Gk89thj6N69O1q1aoVOnTph3Lhx+O677yzmO378OP7yl7+gU6dOaNWqFW666SbMmzcPxcXFFvN9+umniI+Px3fffYc333wT6enpaNWqFZYsWeJ0BrKp1WrExsbWu0/4MmZgxByMfDGHkhIF2dkaREcbnHpfdLQB2dkalJZa7236Yg7kP+z1O0/XUPXliRpKrVZLr6EABGQNxbFRLuYpF/N0nr0aSlEUaDQaKDZ+lbdXQxF5CscA53EMaDjsn3IxT7mYp1yBlCevuPNDwVlZUOfmGs8Sd+CeZvr4eKhzcxGclYXKQYMappH/r7y8HPn5+QCAyspKnDx5EgsWLIBGo8GECROs5s/Ly8Po0aMxZMgQPPHEE7h48aLd5b/88st49dVX0bNnT8ycOROhoaHYvn07HnvsMeTk5OCpp56q1/KTkpIAGH/4efrpp+u8zdThw4cxZswYlJeX44477kBaWhpKS0uxf/9+7NixA7179wYAHDlyBKNGjUJ1dTUmTZqExMRE7NmzB0uXLkVWVhbWrl2LsLAwi2U///zz5uU2btwYLVu2dCkD2WwVooGGGRgxByNfy6GyUoFe7/hZoiZqNaDTARUVCrRa63uP+1oOFBhYQ/2BNZRnaiiOjXIxT7mYp3PqqqFqi7OuGorIUzgGOIdjQMNi/5SLecrFPOUKlDx54M7fCIHQjRuN/9/Ja/FDN25E5cCBdf9QJdHixYuxePFii9eaN2+Ojz76CL169bKa/9SpU1iwYAHuvvvuOpd95MgRvPbaa5g6dSrmzZtnfn3y5Ml45pln8M477+Cuu+4y/3Dk7PIB4P7778fnn3+Of/7zn1i9ejW6d++OLl26oFu3bujevbvFvEIIPPLIIygtLcWaNWvQpUsXi+kGwx9nYf39739HaWkpPv/8c3Tr1s3c7muvvRYvv/wyli5dikceecTi/aWlpdiyZYvFrZ1cyYCIqKaQEAG1GnD2MVZ6vXGnMzSUO5vkI1hDmXm6hrrhhhugUv1xYxDWUETki1hDEQU2jgFERFQfvFWmn1FKSqDJzoYhOtqp9xmio6HJzoZSWuqmltl25513YsWKFVixYgU+/PBDvPDCC4iOjsbUqVPxww8/WM0fExODu+66y6Flr169GkIIjB07Fvn5+Rb/DRo0CAaDATt27HB5+YDxbPGvvvoKU6dORXh4ODZu3Ij58+dj5MiR6NGjB7Zv326e9+eff8Zvv/2G2267zeoHJwDmH6guX76M3bt3o3fv3uYfnEweeOAB83quNnnyZKvnsbiSARFRTVqtQEqKDkVFzpUMhYUqpKToEBHBHU7yDayh/uDpGqpXr16soYjI57GGIgpsHAOIiKg+eMWdn1EqK1Gfe5opFRUQWq17GmdDUlKS+dZGJiNHjsTNN9+MmTNnYseOHRa3TkpOTnb4HrbHjh0DAAwcOLDWea6+jZMzyze55pprMG/ePMybNw+XLl3Cvn378MUXX2DNmjWYOnUqvvrqK7Rq1QonTpwAAHTs2NHu8k6dOgUANp8NExYWhqSkJPM8NbVu3drqNVcyICKqSVGAjIwKHDwYDJ3Osc2LTmf834yMCj5QnXwGa6g/sIZiDUVE9ccaiiiwcQwgIqL64IE7PyNCQlCfa/FFaGi926B3dt1XiY6Oxg033IAtW7YgJycH1157rXna1c8ksUcI49lJ77//PoKDg23Oc/XtjZxZvi1NmjTB4MGDMXjwYMTHx2Px4sVYu3at1S2Z3MFW213JQCa9Xo/CwsJ69wlfxgyMmIORr+aQnl6FhAQ9Tp9WIylJb3cnUgggL0+NhAQ90tOrbM7jqzmQf6it33lDDVVfnqihTHmyhqo/jo1yMU+5mKdraquhhBDQ6arNY43xtbprKCJP4RjgGo4BDYP9Uy7mKRfzlCuQ8uSBOz8jtFroUlIQfOgQ9DExDr9PVViIqs6dIa66TZCnVFdXAwCKi4tdXkbr1q2xdetWNGvWrM4ztN3hhhtuAAD8/vvv5vYAxmem2GP6Eejo0aNW08rLy3H69GkkJyc71AZPZwDU/0CuP2AGRszByBdzCA8XmD27GJmZUTh1So34eL3NM0Z1OuDsWTUaNzbg8ceLEB5e++1dfDEH8m+sof7g6fohkGsojo1yMU+5mKfz7NVQNX+wd6aGIvIUjgHO4xjQcNg/5WKecjFPuQIlTz7jzt8oCioyMoyn6piusa/L/89XkZEBGdfim54z4qrz589jz549CA0NRdu2bV1ezqhRowAACxYsgM5GFkVFRaisrHR5+QCwc+dOlJeX25z25ZdfAoD5M6SlpaF9+/ZYvXo1Dh06ZDW/wWAAADRu3Bg33ngjtm3bhgMHDljMs3TpUpSWliIjI8Oh9jVEBvaoVCqEh4fXu0/4MmZgxByMfDmHjh11mDu3CImJeuTlqXHqlBoFBQqKixUUFCg4dUqNvDw1EhP1mDevEB06VNe6LF/OgXxfrf3OC2qo+vJEDeXq99heDbV582YAgVdDcWyUi3nKxTxdV1sNVVqqdrqGIvIUjgGu4xjgfuyfcjFPuZinXIGUJ6+480NV6enQJyRAffo09ElJ9n9IEgLqvDzoExJQlZ4uZf2KEz9c/fLLL/jvf/8LwHiGeG5uLlasWIHi4mI888wziKjH2eudOnXC7NmzsXDhQvTr1w8jR45EixYtcOnSJfz222/48ssvsW3bNiQkJLi8jvfeew87d+7EgAED0LFjR8TExCA/Px/ffPMNdu3ahfbt22Ps2LEAjLm8+uqruPPOOzFy5EiMGTMGqampKCsrw/79+5GUlISnn34aADBv3jyMGjUKd955J+6++24kJiZiz549+Pzzz5Gamor777/fazKwR1EUhIaGuvXgoLdjBkbMwcjXc+jYUYelS68gKysYGzeGIjtbA53OeHfBzp2rkJFRgfT0qjrPEPX1HMi32atTPF1DOcNbaihn6r6aWENZ49goF/OUi3nWz9U11IkTGlRVqQEIp2ooIk/hGFA/HAPci/1TLuYpF/OUK5Dy5IE7PyTCw1E8ezaiMjOhPnUK+vh420/B1emgPnsWhsaNUfT44xDh4Q3e1g0bNmDDhg0AjF+8qKgodOjQAc8//zyGDh1a7+U//PDD6NSpE5YtW4bly5ejpKQEjRs3RuvWrTF79mw0bdq0XsufPn06WrdujR9++AFZWVm4cuUKQkNDzcufOnUqwmvk+qc//QmbNm3C66+/ji1btuCTTz5BTEwM0tLS0Lt3b/N8HTp0wPr167Fo0SJ89tlnKC4uRrNmzXDfffdh5syZTj1Hxt0ZEFFgCQ8XGDSoEgMHVqK0VEFFhYLQUIGICOENFxwR1QtrqD94soZ69NFHce+997KGIiK/UrOGqqgIgkYTBZ2uCKGh1ayhiAIAxwAiInKGImreVJncorq6GhcuXLA7vaCgADExMQgKkncsVXP4MCIXLoQ6NxcAYIiONl4WoddDVVgIANAnJKDo8cdR3aGDtPWq1eqAudesPf6SQ336p1qtRnR0dMA8NNQWZmDEHIyYg5G9HOLi4qRuC8m3uaOGcmT77Kkayhf5S70jm6t9k9sIeZinXMxTLnfkyRqKaqqrhnIWxwC5mKdczFMu5ikX85QrkGoo72sRSaPr2BFXli5FcFYWQjduhCY7G6Z7mlV17oyKjAxUpad75CxxIiIiIm/FGoqIiIiIiIiIPIUH7vycCA9H5aBBqBw4EEppKZSKCojQUIiICPvPbanPOnkRJwDmABgzqKioCOgsmIERczBiDkbMgTzJ0X7niRrKF/F7LA/HRrmYp1zMUy7mSb6GfVYu5ikX85SLecrFPOUKpDx54C5QKAqEVguh1bp9VQaDwe3r8AXMwZhBWVmZp5vhUczAiDkYMQcj5kCe5PT2uQFrKF/Eekcejo1yMU+5mKdczJN8DfusXMxTLuYpF/OUi3nKFUh5qjzdACLyb954j+CGxgyMmIMRczBiDkRE1jg2ysU85WKecjFP8jXss3IxT7mYp1zMUy7mKVeg5MkDdySdWq32dBO8AnMwZhAVFRXQWTADI+ZgxByMmAN5EvudXMxTHo6NcjFPuZinXMyTfA37rFzMUy7mKRfzlIt5yhVIefLAHREREREREREREREREZEX4IE7LxIID1Uk38N+SURE3o7bKvI27JNERERERETkKh648wKKogAwPlyRyNuY+qWpnxIREXkL1lDkrUx9UqXi7hYRERERERE5h3uSXkCtVkOtVqOiooJn55JXEUKgoqLC3EddwR9TmYEJczBiDkbMgWRgDUXeqqqqCoqiOH3iE8dGuZinXMxTLuZJvoZ9Vi7mKRfzlIt5ysU85QqUPBXBXzncrrq6GhcuXLA7T2VlJYqLi6HRaBAaGgqVSsUrnMhjhBAwGAyoqKiATqdDZGQkQkJCPN0sIgoAcXFxCAoK8nQzyEuwhiJfI4SATqdDWVkZtFotQkNDPd0kIgoQrKGoJkdqKCIiIvLeGsr7WhSgTAdFysrKUFxc7OHWEBmp1WoetCMiIq/GGoq8UUhICOsnIiIiIiIicgkP3HkR0w6+Xq/32ds9qVQqhIeHo6ysLGAuW7XFH3JQFMXl22OaqNVqaLValJSUQK/XS2qZb2EGRszBiDkYMQeSzdEayh+2z96EedqmUqlcerYdx0a5mKdczFMu5km+hn1WLuYpF/OUi3nKxTzlCqQ8eeDOC9X3YIknqdVqhIeHQ6fT+f2Xxx7m8Adf7s+yMAMj5mDEHIyYA7lDXf2K22e5mKd8HBvlYp5yMU+5mCf5GvZZuZinXMxTLuYpF/OUK1DydP5UUCIiIiIiIiIiIiIiIiKSjgfuiIiIiIiIiIiIiIiIiLwAD9wREREREREREREREREReQEeuCOpDAYDiouLYTAYPN0Uj2IORsyBGZgwByPmYMQcyFPY9+RinnIxT7mYp1zMUy7mSb6GfVYu5ikX85SLecrFPOUKpDyDPN2A2uzevRvr1q3D6dOnERQUhPbt22PcuHFITEys87179+7F3r17cfToUVy6dAkajQbNmzdH//790adPH6sHGL711lvYvn27zWUNHz4cd999t5TPFAiEENDpdJ5uhscxByPmwAxMmIMRczBiDu7FGqp27HtyMU+5mKdczFMu5ikX8/Q+rJ/sY5+Vi3nKxTzlYp5yMU+5AilPrzxw9+2332LJkiVISEjAXXfdhaqqKmzevBnPPvssnnvuuToLp6VLlyI0NBTdunVDfHw8ysrKsHPnTixZsgS7d+/GE088AUVRrN43ffp0q9euueYaaZ8rECiKgtDQUFRUVEAI4enmeAxzMGIOzMCEORgxByPm4D6soexj35OLecrFPOVinnIxT7mYp3dh/VQ39lm5mKdczFMu5ikX85QrkPL0ugN3JSUleP/999G4cWM899xzCA8PBwD07NkTM2fOxPLly5GZmWl3GQ899BA6dOhgURgNGzYMc+bMwYEDB3DgwAFcf/31Vu/r3bu33A8TgFQqFcLCwlBVVQW9Xu/p5ngMczBiDszAhDkYMQcj5uAerKHqxr4nF/OUi3nKxTzlYp5yMU/vwfrJMeyzcjFPuZinXMxTLuYpVyDl6XXPuNu7dy/Ky8vRr18/c8EEAE2aNEGPHj3w888/49KlS3aX0bFjR6uzmVQqFXr06AEAOH36tM33CSFQVlYWEPdIJSIiIv/CGoqIiIjIOayfiIiIyBt53RV3x44dAwC0a9fOalq7du2wfft2ZGdno0mTJk4vOz8/HwAQHR1tc/rkyZNRXl4OlUqFlJQU3HrrrejevXudy7V1ewOTOXPmICYmxuqe5kIIc3F29TQA5iPGKpXKqgA0GAwQQkBRFKhUlsdePb1cRVGgKIrFPKbl1vXeupbrbZ+1ruVenYO72lvzvc4utyEyvDoHWcv1lr95Xe81sfV387XPWp/lmtjqD4E0Rpj+bSuHQBojav7bXn8h57CGMvK276CM5db1Xk+Nj2q12iJLb87QF8bHq5fjCxm6s4ay97dhHWq53LreK2OMqPl998cMG3qMMJG9j0DO88X6CWAN5ehy63ovayjvGx9ZQ9W9XNZQ8pZb13tZQ3nfGGESCDWU1x24u3z5MgCgUaNGVtNMr5nmcXa5X3/9NSIiItCtWzeLadHR0RgyZAhSUlIQERGBvLw8bN68GS+//DImTJiAESNGuPBJ/qAoilWhVllZidLSUqhUKptFnKnA02q1CAqy/DOVlJSgqqoKwcHBiIiIsJim0+lQXFxsc50AcOXKFQghEB4ejuDgYItpZWVlqKiogEajgVartZhWXV2NoqIiAEBUVJTVl6qwsBB6vR6hoaEICgpCZGSkeQAsLy9HeXk5goKCEBUVZfE+g8GAgoICAEBkZKTVl6qoqAjV1dUIDQ1FWFiYxTRThmq12uqzCiFw5cqVOjMMCQmxOKsOAKqqqlBSUlJnhhEREdBoNBbTSktLUVlZiaCgIKscamZoa7kFBQUwGAwICwtDSEiIxbSaGUZGRlpM0+v1KCwsBFB3hqGhoRbTKioqUFZWVmeGkZGRVoNacXExdDpdnRlenQPwR/+2l6G9/g3Yz9Be/64rw7r6d20Z1ta/Te2NiIiw+tuYMrTXv/1ljDDlEBoaarXcQBojysvLAQBBQUFWyw2kMcL0IGFFUaz+5raKL3IMaygje+NjWVkZAECj0ViNGZ6uoer6bnvj+BgREWGxnZdRQ9WVoT+PjzV3MOvq34FQQ5n6t1arrTXDumooe3Wor9RQ3jJGmOp6rVbrUIbu2s/ylzHC1F57+wj2MrQ1RrCGco0/1k8AayjWUNYZ+sr4yBrKiDWUkT+MEayhWEO5ShE1v4FeYN68eThy5AjefPNNNGvWzGLakSNHMG/ePIwfPx4jR450eJkVFRXIzMxETk4OZs2a5dAZTBUVFZg9ezYuXryIN99806Wzq0yqq6utCj1fO1Lu6HKDgoIQFhaGiooK8/zefqaTO5arVqsRHh5ukYMvnsVQ3wxVKhUiIiIscpCxXHe115Xl1vVeIQTCwsJQWVmJq4dbX/us9VmuIznU1SZ/GCMAmB+ie7VAGiMURUFISAjKy8ut3te4cWOrApYcwxrKyNu+g75yJqgrnzUoKMicp+l1b83QF8ZHlUqFkJAQ823TfCFDbz5bPBDq0IYcI1Qqlfn7bjoBx58ybOgxwh37CKyhXOOP9RPAGoo1lNz2sobyrr8Nayh5y63rvayhvG+MCKQayutaZDqyburINVVVVVnM44iKigosWLAAOTk5mDJlisO3HQgNDcXw4cPx3nvv4dChQ+jfv7/D67TF1CGdnVZzgLyaEMLrlltdXW0+E8XZ99qb5o2f1d5y9Xq9yzl4or3uapPBYLCbg6/1b1czLC0ttfs+X/usri63rhzqapO/jBH1zcHb+rerbaqurra7PnIeayhLgfQd9NT4qNPpbPa3+i7XV8Zz2W3S6/UWeXrbZ/W1/s061LFpjrbp6v5ZV5t8LUN/20cgx/lr/QSwhnLkvayhPLdcmW1iDeX8NNZQjr2XNZTnlmvvvYFSQ3nddYCNGzcG8MfltzWZXjPNU5fy8nLMnz8fv/32G6ZNm4bBgwc71Za4uDgAMF/aSY7x1stLGxpzMGIOzMCEORgxByPmIB9rKMew78nFPOVinnIxT7mYp1zM0zuwfnIc+6xczFMu5ikX85SLecoVKHl63ae89tprAQBHjx61mmZ6LSUlpc7llJWV4fnnn8fRo0dx//33Y+DAgU635dy5cwCAmJgYp98bqNRqtc2HIAca5mDEHJiBCXMwYg5GzME9WEPVjX1PLuYpF/OUi3nKxTzlYp7eg/WTY9hn5WKecjFPuZinXMxTrkDK0+sO3HXr1g1hYWH45ptvzA+/BYBLly5h165dSEtLM9/ru7KyEmfPnjU/uNTEVDBlZ2fjwQcfRL9+/WpdX0VFhfn2BzUVFRVh3bp10Gg06Ny5s5wPR0REROQmrKGIiIiInMP6iYiIiLyR1z3jTqvVYsKECXj33Xfx7LPPYuDAgdDpdNi8eTMURcGkSZPM8x4/fhxz585Fnz598OCDD5pff+6555CdnY2uXbsCAL777juLdSQlJSEpKQkA8Pvvv2P+/Pno2rUrWrRogfDwcJw7dw5bt25FaWkppkyZgkaNGjXAJyciIiJyHWsoIiIiIuewfiIiIiJv5HUH7gBg4MCBiIyMxLp16/Dhhx8iKCgI7du3x7hx48zFjj3Z2dkAgL1792Lv3r1W00ePHm1eTkxMDDp16oTffvsNu3btQmVlJbRaLa677joMGzYMqampcj8cERERkZuwhiIiIiJyDusnIiIi8jaKEEJ4uhH+rrq6GhcuXPB0MxqEWq1GdHQ0CgsLodfrPd0cj2EORsyBGZgwByPmYGQvh7i4OAQFeeV5ReQBsmsofgflYp5yMU+5mKdczFMud+TJGopqYg3l3ZinXMxTLuYpF/OUK5BqKB64awCBdOCOiIioPry1YCLPYA1FRETkGNZQVBNrKCIiIsd4aw2l8nQDyH3i4+MRHx9v8Vpubi7i4+PxyCOPSF/fkSNHsGjRItx6663o0qULkpOTccMNN+Cvf/0rDh8+LH19RERERO7AGoqIiIiIiKh23Gcici8euCNpnnjiCbzyyivQ6/XIyMjAvffei3bt2mHt2rUYPnw4Nm7c6OkmNhiVSoWoqCioVIH9FWMOzMCEORgxByPmQJ7irX3PVENVVVVh6NChPlNDeWuevop5ysU85WKecjFP8jXss3IxT7mYp1zemif3mQgIrDy97xpA8lm333473n77bXTu3NniPrOrV6/GjBkzMHv2bAwYMADBwcEebqn7KYqCoKAgKIri6aZ4FHNgBibMwYg5GDEH8hRv7Xu333473nzzTbRq1cridW+vobw1T1/FPOVinnIxT7mYJ/ka9lm5mKdczFMub82T+0wEBFae/n9okswWLVqEHj16AABWrlxpvqQ5Pj4en376KQBg586diI+Px6JFi3DgwAFMnDgRaWlpiI+PR25urt3lT5kyxWrwBIwDa6tWrXDlyhX89ttv8j8YERERkRuxhiIiIiIiIqod95mI5OIVdwHkpptuwtSpU7Fs2TKkpqZiyJAh5mlpaWkW8+7btw+LFy9Gt27dMGbMGOTn50Oj0bi8btN71Wq1y8sgIiIi8gTWUERERERERLXjPhORXDxwF0B69uyJhIQELFu2DGlpaZg1a1at827fvh0vvvgiJk6cWO/17tu3D0ePHkXz5s3Rvn37ei+PiIiIqCGxhiIiIiIiIqod95mI5OKtMsmmtLQ0lwZPg8GAkpISGAwGAMCVK1fw8MMPAwDmzJkTMGc+XJ1DoGIOzMCEORgxByPmQJ7SEH3P1Rrqar5QQ/G7LBfzlIt5ysU85WKe5GvYZ+VinnIxT7m4zyQX+6dcgZQnr7gjmzp37uzS+4QQqKqqAgCUlZVhypQpOHnyJP7617/illtukdhC71Yzh0DGHJiBCXMwYg5GzIE8pSH6nqs1VE2+UkPxuywX85SLecrFPOVinuRr2GflYp5yMU+5uM8kF/unXIGUJ6+4I5vi4uJcep+iKAgJCUF5eTnuvvtu/Pjjj7jvvvvw9NNPS26hdzPloCiKp5viUcyBGZgwByPmYMQcyFMaou+5WkOZlJWV+UwNxe+yXMxTLuYpF/OUi3mSr2GflYt5ysU85eI+k1zsn3IFUp48cEc2udr5VSoVDAYDJkyYgF27duGvf/0rMjMzJbfO+6lUKkREREClCuyvGHNgBibMwShQc4iPj0d8fLz53yqVCpcuXULLli3xyCOPSF9fQUEBXnrpJdx1111ITU1FUFAQFEXB119/LX1d5Fsa4jtYnx2IkpISn6qhHM3z6jEAAHJzcxEfH++WMaCwsBDvvPMOpk+fjr59+yIxMRHx8fH47rvvpK9LpkDdRrgL85SLecrFPMnXsM/KxTzlYp5ycZ9JLvZPubx1H9Qdv0PxVpkBxtSp9Xq9W5ZfVFSECRMm4Mcff8RDDz2Exx9/3C3rISIiqk1OTg5mz54NALjmmmvQpEkTnD9/3sOtIl/XEDXUXXfdhf3797OGqqfc3Fw8//zzAIAWLVqgUaNGuHjxoodbRURERETk37jPRIHKHb9D8VBvgImJiYGiKMjLy5O+7IKCAtxxxx348ccf8dhjj3HwJCIij0hKSsLXX3+Ny5cvIzc3F0OGDPF0k8gPuLuGGjt2LPbv349HH32UNVQ9XXPNNfjkk09w5MgR7N27F3379vV0k4iIiIiI/B73mShQueN3KF5xF2AiIiLQpUsX7N69G9OnT0fr1q2hUqkwaNAgpKam1mvZ06ZNw6FDh9C6dWsYDAYsWrTIap7BgwejQ4cO9VoPERH5tpdeesm8jVi5ciVWrlxpnvbee+9h6tSp2LZtG/785z8jMzMTGRkZmDt3Lnbt2oUrV67g5MmTSE5OrnX5sbGx6N+/v7s/BgWYhqihkpOTA6KGWrRoEV555RUA1mPAK6+8gjFjxmDnzp2444478Le//Q39+vXDK6+8gv3796OgoAA//PADEhISal1+TEwMbr75Zrd/DiIiIiIi+gP3mchb2dsH9dbfoXjgzscIAZSUKKisVBASIqDVCjh7W+A33ngDc+bMwdatW7FmzRoIIdCiRYt6D6C5ubkAgBMnTtgcPAHjGdCBMIAKIaDT6SCE8HRTPIo5MAMT5mDEHIx69uyJsrIyvPPOO0hNTbU4E6lTp04W8+7atQsLFixAeno6pkyZgkuXLiE4OLihm0x+QAigqAgoLa2GXg+Eh8PraqicnBzzzsTVvLGGcnVMu+mmmzB16lQsW7bMagxIS0uzmHffvn1YvHgxunXrhjFjxiA/Px8ajUZK+70NtxFyMU+5mKdczJN8DfusXMxTLuYpD/eZ5GP/lMsd+6De+jsUD9z5iLIyBVlZwdi4MRTZ2Rro9YBaDaSk6JCRUYH09CqEh1t22LNnz9pcVqtWrfD+++/bnNazZ89a31eX3bt3u/Q+f2QwGFBcXOzpZngcc2AGJszBiDkY9ejRA/Hx8XjnnXeQlpaGWbNmmafFxcVZzLtlyxYsWbIE999/f0M3k/yE7RoqmDWUBK6OaT179kRCQgKWLVtmNQZcbfv27XjxxRcxceLE+jTVJ3AbIRfzlIt5ysU8ydewz8rFPOVinvXHfSb3Yf+Uyx37oN76OxQP3PmAw4c1WLgwErm5aigKEBVlgEYD6PXAoUPBOHgwGAkJesyeXYyOHXWebi4UReFZBGAOJsyBGZgwByPmYKQ4eNpe586dPV4ske/ytRrKF7l7TEtLSwuIg3Ym3EbIxTzlYp5yMU/yNeyzcjFPuZin67jP5H7sn3K5O09v+R1K5ekGkH2HD2uQmRmF06fVaNlSj8REPWJiBCIjBWJiBBIT9WjZUo/Tp9XIzIzC4cOevXWQWq1GbGws1Gq1R9vhaczBiDkwAxPmYMQcjNRqNaKjox2at3v37m5uDfkrWzVUbCzQuHEQYmPhdTWUL2qIMa1z585uW7a34TZCLuYpF/OUi3mSr2GflYt5ysU8Xcd9Jvdj/5SrIfL0lt+heODOi5WVKVi4MBKXL6uQlKRHbY/z0GiApCQ9Ll9WYeHCSJSVOXnzYSIiIi/VvHlzTzeBfBBrKP9x9W1LiIiIiIio/rjPRGSbt/wOxQN3XiwrKxi5uWrEx+vrfBCoogDx8Xrk5qqRldXwD0skIiJyB0dvqUlUE2so/8ExgIiIiIhIPu4zEdnmLfugPHDnpYQANm4MBYBaz3i4mmm+jRtDwdvmEhGRN1OpjCWIXq/3cEvI37CG8g0cA4iIiIiIPIP7TBSIfG0flAfuvFRJiYLsbA2iow1OvS862oDsbA1KS73jyDAREZEtsbGxUBQFeXl5nm4K+RnWUL4hJiaGYwARERERkQdwn4kCka/tgwZ5ugFkW2WlAr3e8bMeTNRqQKcDKioUaLUNf/qDXq/HlStXIAL81AvmYMQcmIEJczDypxyEMBb7lZUKQkIEtFpR5+01TPR6PQwGA7p06YLdu3dj+vTpaN26NVQqFcaOHYvrr7++3u179NFHcenSJQBAVlYWAOCll17Chx9+CAAYOXIkRo4cWe/1kPexV0MJIVBVpbP5Pk/XUL5GCKCgwIALFwoRHGyAVguHxwAAiIiIsDkGDBo0CKmpqfVu37x585Cfnw8A2LNnDwBgyZIlWL16NQBgyJAhGDJkSL3XI5M/bSO8AfOUi3nKxTzJ17DPysU85WKezuM+U8Nh/5THXfug3vo7FA/ceamQEAG1GnD2yk293jiIhoZ6bjDgQGTEHIyYAzMwYQ5Gvp5DWZmCrKxgbNwYiuxsjXm7k5KiQ0ZGBdLTqxAeXvdnFELgjTfewJw5c7B161asWbMGQgi0a9dOSsG0atUqnDp1yuK1LVu2mP9/cnIyD9z5KV+uoXyBrDEAgM0xoEWLFlIO3G3YsAFnzpyxeG379u3m/5+QkOB1B+4A399GeBvmKRfzlIt5kq9hn5WLecrFPJ3DfaaGxf5ZP+7eB/XW36EUwZ7jdtXV1bhw4YJT7xECmDkzGocOBSMx0fFR9NQpNTp3rsKrrxY6dcRZFpVKhfDwcJSVlcFgcO5ya3/CHIyYAzMwYQ5Gvp7D4cMaLFwYidxcNRQFiIoymIv9oiIVhAASEvSYPbsYHTvaPkMPsJ9DXFwcgoJ4XhEZya6hFAVQq9XQ6/VWz2XwdA3lC2yNAcHBKlRVGZwaA8g2X99GeBvmKRfzlMsdebKGoppcqaHs4RggF/OUi3k6j/tMDYf9s34aYh/UW2soPuPOSykKkJFRASGMlyA7wjRfRkaFxwZPRVEQHBwMJcBHb+ZgxByYgQlzMPLlHA4f1iAzMwqnT6vRsqUeiYl6xMQIREYKxMQIJCbq0bKlHqdPq5GZGYXDh2u/17Mv50Dez34Npfz/A6kt+5431FDeztYYEBsLxMSoEBsLp8YAso1jo1zMUy7mKRfzJF/DPisX85SLeTqP+0wNh/3TdYG+D8oDd14sPb0KCQl6nD2rtjrD4WpCAHl5aiQk6JGeXtUwDSQiooBQVqZg4cJIXL6sQlKSvtbnr2o0QFKSHpcvq7BwYSTKyliYkmewhpKLYwARERERkX/hPhN5M+6D8sCdVwsPF5g9uxiNGxtw6pS61ivvdDrjpcqNGhnw+ONFDt/TlYiIyBFZWcHIzVUjPl5f55l1igLEx+uRm6tGVlZwwzSQ6CqsoeTiGEBERERE5F+4z0TejPugPHDn9Tp21GHu3CIkJuqRl6fGqVNqFBQoKC5WUFCg4NQpNfLy1EhM1GPevEJ06FDt6SYTEZEfEQLYuDEUAGo9w+lqpvk2bgyt88w9InexVUNduaKgqAi4coU1lKM4BhARERER+SfuM5E34j6okfc9dY+sdOyow9KlV5CVFYyNG0ORna2BTgeo1UDnzlXIyKhAenqVV5zxYDAY+LBNMAcT5sAMTJiDkS/mUFKiIDtbg+ho59ocHW1AdrYGpaUKtFrL7ZMv5kC+yVYNVVoqoCjeV0N5K3tjgBDi/x9ab52fvTGAbOPYKBfzlIt5ysU8ydewz8rFPOVinvXDfSb3Yv90HvdBjXjgzkeEhwsMGlSJgQMrUVqqoKJCQWioQESE8KoHggohUFFR4elmeBxzMGIOzMCEORj5Yg6VlQr0esfPcjJRq4231KiosC6YfDEH8l2+UkN5q7rGAL3e9g6ovTGAbOPYKBfzlIt5ysU8ydewz8rFPOVinvXHfSb3Yf90HvdBjXirTB+jKIBWK9CkiQFarfcNnoqiIDg4GIq3NayBMQcj5sAMTJiDkS/mEBIioFYDer1z79PrjUVTaKh1seSLOZDvUxQgMhJo2TIIkZHwuhrKW9U1BqhUtncn7I0BZBvHRrmYp1zMUy7mSb6GfVYu5ikX85SH+0zysX86j/ugRjxwR1KpVCpotdpav0CBgjkYMQdmYMIcjHwxB61WICVFh6Ii59pcWKhCSooOERHWBZMv5kD+gX3PefbGAEVREBSktrkTam8MINvYP+VinnIxT7mYJ/ka9lm5mKdczFMu5ikX83Qe90GN2GOIiIioVooCZGRUQAjjLQccYZovI6OCZ+gR+TiOAURERERERNRQuA9qxAN3REREZFd6ehUSEvQ4e1YNG8//tSAEkJenRkKCHunpVQ3TQCJyK44BRERERERE1FC4D8oDd0RERFSH8HCB2bOL0bixAadOqWs940mnA06dUqNRIwMef7wI4eH+cXsCokDHMYCIiIiIiIgaCvdBgSBPN4D8ixAC1dXVEHUdCvdzzMGIOTADE+Zg5Ms5dOyow9y5RVi4MBK5uWoAQHS0wfzA4MJC47lAiYl6PP54ETp0qK51Wb6cA/k29j3X1TYGBAcLVFUBhYXG1xwZA8g29k+5mKdczFMu5km+hn1WLuYpF/OUi3nKxTxdF+j7oIpgr3G76upqXLhwwdPNICIiqreyMgVZWcHYuDEU2dka6PWAWg2kpOiQkVGB9PSqep3hFBcXh6AgnldERqyhvI+7xwAiInINayiqiTUUERH5i0D9HYoH7hoACyYiIvI3QgClpQoqKhSEhgpERAgpDwD21oKJPIM1lPdy1xhARESuYQ1FNbGGIiIifxNov0PxGXcklVqtRmxsLNRqtaeb4lHMwYg5MAMT5mDkTzkoCqDVCjRpYoBW61yx5E85kG9h35NHUYDoaBXatIlGdLSKB+0kYP+Ui3nKxTzlYp7ka9hn5WKecjFPuZinXMxTnkDbB+WBO5JO8fdvjYOYgxFzYAYmzMGIORgxB/IU9j25mKdczFMu5ikX85SLeZKvYZ+Vi3nKxTzlYp5yMU+5AiVPHrgjIiIiIiIiIiIiIiIi8gI8cEdERERERERERERERETkBXjgjoiIiIiIiIiIiIiIiMgL8MCdH4uPj0d8fLzFa7m5uYiPj8cjjzzilnXq9XoUFhZCr9dDCIGxY8ea21FdXe2WdXqjmjkEMubADEyYgxFzMGIO5Cnse3I5mqcnatKafKUmZf+Ui3nKxTzlYp7ka7jNl4tjgFzMUy7mKRfzlCuQ8uSBO5LO9MVZvnw5du7cidDQUA+3yDMCYQBxBHNgBibMwYg5GDEH8hT2Pbl8IU9fqkl9IU9fwjzlYp5yMU/yNb7QZ7nND1zMUy7mKRfzlCtQ8uSBO5JKpVIhIiICJ06cwPz58/HAAw+gSZMmnm5WgzPloFIF9leMOTADE+ZgxByMmAN5CvueXL6Q5/Hjx32mJvWFPH0J85SLecrFPMnX+EKf5TY/cDFPuZinXMxTrkDK0/8/IZktWrQIPXr0AACsXLnSfOuA+Ph4fPrppwCAnTt3Ij4+HosWLcKBAwcwceJEpKWlIT4+Hrm5uXWuQ1EUqNVqzJgxA0lJSZg1a5ZbP5O3UhQFISEhUBTF003xKObADEyYgxFzMGIO5Cnse3K5mmdD1KQAUF1djYcffthnalL2T7mYp1zMUy7mSb6G23y5OAbIxTzlYp5yMU+5AinPIE83gBrOTTfdhKlTp2LZsmVITU3FkCFDzNPS0tIs5t23bx8WL16Mbt26YcyYMcjPz4dGo3FoPS+++CKOHDmCdevWISQkROpnICIiIiLf1lA16euvv86alIiIyIO4zSciInIND9wFkJ49eyIhIQHLli1DWlqa3bOQtm/fjhdffBETJ050ah0HDhzAP/7xD8yYMQOdOnWqb5OJiIiIyM80RE168OBBvPHGG3jwwQdZkxIREXkIt/lERESu4a0yyaa0tDSni6Xy8nLMmDEDqamp+Nvf/uamlhERERFRoHC1Jn3ooYfQtm1bzJw5000tIyIiIpm4zSciIvoDr7gjmzp37uz0e+bPn49Tp07hm2++gVqthhBCfsN8hMFgQHl5OQwGg6eb4lHMgRmYMAcj5mDEHMhT2Pfkaog8Xa1JT58+jQ0bNjh8iy1vwP4pF/OUi3nKxTzJ13CbLxfHALmYp1zMUy7mKVcg5ckDd2RTXFycU/Pv2rUL//73vzFr1iykpKQE9EE7ABBCoLy83NPN8DjmwAxMmIMRczBiDuQp7HtyNUSe9alJr352jrdj/5SLecrFPOVinuRruM2Xi2OAXMxTLuYpF/OUK5Dy5K0yySZFUZya/8iRIxBC4OWXX0Z8fLzFf2fOnAEAJCUlIT4+HkeOHHFHk71OUBCPiwPMAWAGJszBiDkYMQfyFPY9udydZ6DVpOyfcjFPuZinXMyTfA23+XJxDJCLecrFPOVinnIFSp6B8SnJTKUyHqvV6/VSl9uuXTuMGzcOiqIgODgYVVVV5qvu1q1bh9LSUowdOxaKoiA2Nlbqur2RWq1GVFQUCgsLpWftS5gDMzBhDkbMwYg5kKew78lVnzzdXZPa4u01KfunXMxTLuYpF/MkX8NtvlwcA+RinnIxT7mYp1yBlCcP3AWYmJgYKIqCvLw8qcvt3bs3evfuDbVajejoaIsvz44dO1BaWop//OMfAXNEnIiIiIhq5+6a1BbWpERERA2P23wiIiLncesVYCIiItClSxfs3r0b06dPR+vWraFSqTBo0CCkpqZ6unlEREREFABYkxIREQUGbvOJiIic59KBu6qqKhQVFSEmJsbmmSs6nQ6FhYWIiopCcHBwvRtJfxACKClRUFmpICREQKsVcPI24HjjjTcwZ84cbN26FWvWrIEQAi1atGDBRERE5GasochfCAEUFyuorASqqhSEhYE1KRERuQ1rKM/hNp+IiKjhKcL0IDInfPzxx9iwYQOWLl0KrVZrNb2kpAQPPPAAbrnlFowZM0ZKQ31ZdXU1Lly4UK9llJUpyMoKxsaNocjO1kCvB9RqICVFh4yMCqSnVyE83Ok/pXRqtRqRkZEoLi72+/vM2sMcjJgDMzBhDkbMwcheDnFxcX59OxvWUM6RUUPVxO9g/dWsSU+c0ABQA9CjdWvvqkl9EfunXMxTLuYplzvyZA3FGqom2b9DcZsvF8dUuZinXMxTLuYpVyDVUC616MCBA+jYsaPNYgkAtFotOnbsiP3797NgkuDwYQ0WLoxEbq4aigJERRmg0QB6PXDoUDAOHgxGQoIes2cXo2NHnUfbqtfrUVBQ4NE2eAPmYMQcmIEJczBiDkaBnANrKM8K5L4ng62aVK2u9sqa1Bexf8rFPOVinnIxT+exhmpY3Oa7F8cAuZinXMxTLuYpVyDlqXLlTRcvXkTLli3tztOiRQupZ0gHqsOHNcjMjMLp02q0bKlHYqIeMTECkZECMTECiYl6tGypx+nTamRmRuHwYY2nm0xERES1YA1Fvoo1KREReRJrqIbDbT4REZHnuXTgTq/XQ6njhtaKokCn41k39VFWpmDhwkhcvqxCUpIemlpqIY0GSErS4/JlFRYujERZmZM3G5dIrVYjJiYGarXaY23wBszBiDkwAxPmYMQcjAI5B9ZQnhXIfa8+aqtJFUWBRqMx92lvqkl9EfunXMxTLuYpF/N0HmuohsFtfsPgGCAX85SLecrFPOUKpDxdOnAXFxeHX375xe48v/zyC5o2bepSo8goKysYublqxMfr63zwr6IA8fF65OaqkZXl2Qcxq1QudSu/wxyMmAMzMGEORszBKFBzYA3leYHa9+rDXk1q69/eUpP6IvZPuZinXMxTLubpHNZQDYPb/IbDMUAu5ikX85SLecoVKHm69Cm7du2KEydOYO3atTanr1mzBidOnEC3bt3q1bhAJgSwcWMoANR6pd3VTPNt3BgKwecDExEReR3WUORrWJMSEZE3YA3lftzmExEReY8gV950yy23ICsrCx9//DF27dqFP/3pT2jUqBHy8/Nx6NAh5OTkoEmTJhgxYoTs9gaMkhIF2dkaREcbnHpfdLQB2dkalJYq0GpZNREREXkT1lDka1iTEhGRN2AN5X7c5hMREXkPlw7cabVaZGZm4o033sCxY8dw8uRJi+lt27bFjBkzoNVqpTQyEFVWKtDrHT/LyUStBnQ6oKKCBRMREZG3YQ1FvoY1KREReQPWUO7HbT4REZH3UISo38XsJ06cwLFjx1BaWoqIiAi0adMGrVu3ltU+v1BdXY0LFy449Z7iYgXjxzeGSiUQE+P4n6igQIHBoGDFisseK5iCgoJQXV3tkXV7E+ZgxByYgQlzMGIORrXlEBcXh6Agl84r8jmsoermSg1VF34HnVNXTaooCmztTnhDTeqL2D/lYp5yMU+5ZOfJGoo1VE3u+B2K23y5OKbKxTzlYp5yMU+5AqWGqneLWrduzQLJDbRagZQUHQ4dCkZMjN7h9xUWqtC5cxUiIjxXLHEgMmIORsyBGZgwByPmYMQcWEN5Cvuec+qqSWs7B9AbalJfxP4pF/OUi3nKxTxdxxrKPbjNb1gcA+RinnIxT7mYp1yBkqfK0w0g2xQFyMiogBDGWw44wjRfRkYFFMV9bbNHURSEhYVB8VQDvARzMGIOzMCEORgxByPmQJ7Cvue8umpStdp6d8IbalJfxP4pF/OUi3nKxTzJG3Gb33A4BsjFPOVinnIxT7kCKU+HrrhbtWoVAGDIkCHQarXmfzti9OjRrrWMkJ5ehYQEPU6fViMpSW+3CBICyMtTIyFBj/T0qoZr5FVUKhXCwsJQVVUFvd7xKwX9DXMwYg7MwIQ5GDEHo0DKgTWUdwmkvidTbTWpoihQq9UwGIT5LHxvqUl9EfunXMxTLuYpF/OsG2soz+A2v2FwDJCLecrFPOVinnIFUp4OHbhbuXIlAKBnz57QarXmfzuCBZPrwsMFZs8uRmZmFE6dUiM+Xm/zIcE6HXD2rBqNGxvw+ONFCA/n7QmIiIi8AWso8gesSYmIqKGxhvIMbvOJiIi8g0MH7jIzMwEATZo0sfg3uV/HjjrMnVuEhQsjkZurBgBERxugVgN6vfFe4gCQmKjH448XoUOHwLjHKxERkS9gDUX+wnZNKhAaClRUKKxJiYhIKtZQnsNtPhERkec5dOAuNTXV7r/JvTp21GHp0ivIygrGxo2hyM7WQKcD1Gqgc+cqZGRUID29imc4EREReRnWUORPrq5JT5zQoLzceA8t1qRERCQTayjP4jafiIjIsxw6cHe1uXPnol27dhg7dqzs9pjt3r0b69atw+nTpxEUFIT27dtj3LhxSExMrPO9e/fuxd69e3H06FFcunQJGo0GzZs3R//+/dGnTx+o1Wqr91y8eBEff/wxfvrpJ1RUVKBly5YYMmQI+vfv746P57TwcIFBgyoxcGAlSksVVFQoCA0ViIgQXvUAYCEEKisrzfc8D1TMwYg5MAMT5mDEHIwCOQfWUJ4VyH1Plpo1aXm5GkAYgHKEhdl/HjPVjf1TLuYpF/OUi3k6z901FOsna9zmuw/HALmYp1zMUy7mKVcg5akIFz7lhAkTkJGRgfHjx7ujTfj222+xZMkSJCQkYODAgaiqqsLmzZtRWlqK5557rs7C6d5770VoaCi6deuG+Ph4lJWVYefOncjOzkaXLl3wxBNPQKlRZVy+fBlPPvkkysrKkJGRgbi4OOzduxf79+/HHXfcgTvuuKNen6e6uhoXLlyo1zKIiIgCQVxcHIKCXDqvyCewhnIOaygiIiLHsIZynb/VTwBrKCIiIkd5aw3lUotatGiBy5cvy24LAKCkpATvv/8+GjdujOeeew7h4eEAjA8knjlzJpYvX17nvc0feughdOjQwaIwGjZsGObMmYMDBw7gwIEDuP76683TVqxYgYKCAsyaNQs33ngjAGDAgAH4xz/+gdWrV6N3795o1qyZGz6tf1Kr1dDr9Z5uhscxByPmwAxMmIMRczAK1BxYQ3leoPY9d2GecjFPuZinXMxTLubpHHfVUKyfHMc+KxfzlIt5ysU85WKecgVKnipX3tSvXz/s378fly5dkt0e7N27F+Xl5ejXr5+5YAKMDyTu0aMHfv755zrX27FjR4uCCQBUKhV69OgBADh9+rT59crKSvzwww+Ii4szF0wmw4cPh16vR1ZWVn0/VsBQq9WIjo62eSuIQMIcjJgDMzBhDkbMwSiQc2AN5VmB3PfcgXnKxTzlYp5yMU+5mKfz3FVDsX5yDPusXMxTLuYpF/OUi3nKFUh5unTF3Q033ICffvoJzz77LG699VakpKQgJibGqlABjMWOM44dOwYAaNeundW0du3aYfv27cjOznZ6uQCQn58PAIiOjja/dvr0aVRVVaFt27ZW87dt2xaKouD48eN2lzt9+vRap82ZMwcxMTFWnUkIAYPBAAA2O5rpqLFKpbLK1WAwQAgBRVGgUlkee/X0chVFgaIoFvOYllvXe+tarrd91rqWe3UO7mpvzfc6u9yGyPDqHGQt11v+5nW918TW383XPmt9lmtiqz8E0hhh+retHAJpjKj570AotmpiDWWpoWsoT3wHZSy3rvd6anxUq9UWWXpzhr4wPl69HF/I0J01lL2/DetQy+XW9V4ZY0TN77s/ZtjQY4SJ7H0Ef+auGsoX6yeANZSjy63rvayhvG98ZA1V93JZQ8lbbl3vZQ3lfWOESSDUUC4duJsxY4b5/y9fvrzW+RRFwSeffOLUsk23PmjUqJHVNNNrrtwe4fLly/j6668RERGBbt26ObQ+jUaDyMhIc7HlKkVRLAo1wHiWVWlpKVQqldU04I8CT6vVWt1jtaSkBFVVVQgODkZERITFNJ1Oh+LiYpvrBIArV65ACIHw8HAEBwdbTCsrK0NFRQU0Gg20Wq3FtOrqahQVFQEAoqKirL5UhYWF0Ov1CA0NRVBQECIjI80DYHl5OcrLyxEUFISoqCiL9xkMBhQUFAAAIiMjrb5URUVFqK6uRmhoKMLCwiymmTI0HWmvSQiBK1eu1JlhSEiIxVl1AFBVVYWSkpI6M4yIiIBGo7GYVlpaisrKSgQFBVnlUDNDW8stKCiAwWBAWFgYQkJCLKbVzDAyMtJiml6vR2FhIYC6MwwNDbWYVlFRgbKysjozjIyMtBrUiouLodPp6szw6hyAP/q3vQzt9W/Afob2+nddGdbVv2vLsLb+bWpvRESE1d/GlKG9/u0vY4Qph9DQUKvlBtIYUV5eDgAICgqyWm4gjRE6nQ6Acft49d/cVvHlT1hDOUd2DVVWVmZu39VjhqdrqLq+2944PkZERFhs52XUUHVl6M/jY80dzLr6dyDUUKb+rdVqa82wrhrKXh3qKzWUt4wRprpeq9U6lKG79rP8ZYwwtdfePoK9DG2NEayhjJytofyxfgJYQ7GGss7QV8ZH1lBGrKGM/GGMYA3FGspVLh246927t82zmmSoqqoCAKtOBsD85TXN46iKigosXLgQ5eXlmDVrlkUntbc+0+uVlZV2l7948WK706urq82d1cQ08BkMBqtpNZm+lDWZjg5XVVWhurra5nKFEDaXa5peVlZm/gH56uXqdLpa2wvA/AWpyXSkvKKiAiEhISguLja/ZlqurRxqMm0Ia1vu1X93U5tqDga22MuwsrLS/APy1cutK8PS0tJal1tdXY3q6mqLHGpmaGu5pveWl5ejoqKi1uXWJ8Or+7KjGZo2sLbaVFeGV+dQk70M7fVvwH6G9vq3ve8jUHf/ri3Duv42paWl5jZc3SZ7/dtfxgiTiooKp/42NfnDGKEoCsLCwursh/4+RqhUKmg0GpsZNm7c2GuLJhlYQ1lq6BrK9G+dTlfrmOGpGsqd3213jY8GgwGRkZHm7byMGqquDP15fFSr1ebvWF39O5BqqJKSklrbW1cNZa8O9ZUaylvGCLVajcjISIu/hyf2s/xtjLC3j2AvQ1tjBGso1/hi/QSwhgK8Z3y0hTUUa6ia01hDBfYYwRqKNZSrXDpw9+CDD8puh5mpMLo6XOCPAufqo+/2VFRUYMGCBcjJycGUKVPQvXt3h9dnev3qI++usDXQOTLt6g5YkxDC65ZruuxUr9fbnK8+y/W2z1rXcl3NwRPtdWeb7OXga/3blQzVarVFf2jINnnTck051KdN/jBGyMjBm/p3fdpUsxgLJKyhnMfvYN3v9eT4WNt23tsy9JXxsebOs7d9Vl/s34FehzoyzZk2XV3P+lOG/raP4I/cVUP5a/0EsIZy5L2soTy3XNltYg3l3DTWUI69lzWU55Zb23sDqYbyukOJjRs3BgCbtwYwvWaapy7l5eWYP38+fvvtN0ybNg2DBw92an2mS3lt3cKAbNPr9bhy5YrPfAHchTkYMQdmYMIcjJiDEXNwD9ZQdWPfk4t5ysU85WKecjFPuZin92D95Bj2WbmYp1zMUy7mKRfzlCuQ8nTpwN2YMWOwatUqu/OsXr0aY8eOdXrZ1157LQDg6NGjVtNMr6WkpNS5nLKyMjz//PM4evQo7r//fgwcONDmfImJidBoNDbXd+zYMQghzG0iIiIiqg/WUERERETOc1cNxfqJiIiIvJFbr7ireZmyo7p164awsDB888035offAsClS5ewa9cupKWloUmTJgCM9ys9e/as+cGlJqaCKTs7Gw8++CD69etX6/pCQkJw44034sKFC9i9e7fFtC+++AJqtRq9evVy+nMEKpVKhaioKK+8L2xDYg5GzIEZmDAHI+ZgxBzqxhrKPdj35GKecjFPuZinXMxTLubpPs7WUKyfHMM+KxfzlIt5ysU85WKecgVSni49484RJSUlTt0H3ESr1WLChAl499138eyzz2LgwIHQ6XTYvHkzFEXBpEmTzPMeP34cc+fORZ8+fSzud/7cc88hOzsbXbt2BQB89913FutISkpCUlKS+d/jx4/H4cOHsXjxYpw4cQJxcXHYs2cP9u/fj1GjRqF58+ZOf45ApSgKgoKC3PLQaF/CHIyYAzMwYQ5GzMGIOdjHGsp92PfkYp5yMU+5mKdczFMu5ukertRQrJ8cwz4rF/OUi3nKxTzlYp5yBVKeDh+4++WXXyz+feHCBavXAONDBS9duoSsrCy0bNnSpUYNHDgQkZGRWLduHT788EMEBQWhffv2GDdunEWxU5vs7GwAwN69e7F3716r6aNHj7ZYTpMmTTB//nx8/PHH+Prrr1FRUYEWLVrgvvvuw4ABA1z6DEREREQAaygiIiIiVzRUDcX6iYiIiLyNIhy8j8CYMWOcW7CiYPr06UhPT3epYf6kuroaFy5c8HQzGoRarUZ0dDQKCwsD4iGRtWEORsyBGZgwByPmYGQvh7i4OAQFue2GAB7BGsp1smsofgflYp5yMU+5mKdczFMud+TJGoo1VE2sobwb85SLecrFPOVinnIFUg3lcItGjRoFRVEghMB///tfpKamIjU11Wo+lUqFyMhIpKWlIT4+Xmpjif6PvTsPk6q887//OVW97zTQqAgYWhFQFBfECMK4YYJodBDiNtFJMpP8xiRP1BmdcQmiiUYSk5jRRJMYY8YoKhoChhAUFUHBiAvBLQjKIqjN2ntXd1Wd549jlV10d3VXcVefU3Xer+vKFa2Nu9/effrbnFoAAMg2zFAAAACpY4YCAAB+1ecTd7Nnz47/84oVKzRhwgRNnz49I4tC9opGo2pqalI0GnV7Ka6ig4MONIihg4MODr91YIbyDr/tvUyjp1n0NIueZtHTLHr2DTOUd7BnzaKnWfQ0i55m0dMsP/Xs81tlIn1+eqtMAAAOhFffogDuYIYCAKBvmKHQGTMUAAB949UZKnAgdw6Hw3rjjTf01FNPacGCBfHL29vbVV9f74szn0hkWZaKiopkWZbbS3EVHRx0oEEMHRx0cNCBGcot7D2z6GkWPc2ip1n0NIue6WOGcgd71ix6mkVPs+hpFj3N8lPPtE8lvvHGG/rlL3+pffv2xS+78MILJUmbN2/WTTfdpG9/+9t8KLDPBAIBlZSUqKOjw9cfuEkHBx1oEEMHBx0cfu/ADOUev+890+hpFj3NoqdZ9DSLnulhhnIPe9YseppFT7PoaRY9zfJTz7Recbdp0yb96Ec/kmVZuvzyyzVp0qSE60eNGqWamhr97W9/M7JIAACAXMAMBQAAkDpmKAAA4Cdpnbh74oknVFBQoB/+8IeaPn26Dj744C63qa2t1ZYtWw54gQAAALmCGQoAACB1zFAAAMBP0jpx949//EMTJkxQVVVVj7cZNGhQwtsXAAAA+B0zFAAAQOqYoQAAgJ+kdeKura1NFRUVSW8TCoX4UGAfsm1b7e3tsm3b7aW4ig4OOtAghg4OOjj83IEZyl1+3nuZQE+z6GkWPc2ip1n0TB0zlLvYs2bR0yx6mkVPs+hplp965qVzp+rqam3bti3pbTZv3qwhQ4aktShkr2g0qqamJreX4To6OOhAgxg6OOjg8HMHZih3+XnvZQI9zaKnWfQ0i55m0TN1zFDuYs+aRU+z6GkWPc2ip1l+6pnWK+7Gjx+vdevW6d133+32+tdff10bNmzQ8ccff0CLQ3ayLMvtJXgCHRx0oEEMHRx0cPi1AzOU+/y69zKFnmbR0yx6mkVPs+iZGmYo97FnzaKnWfQ0i55m0dMsv/RM68TdBRdcoNLSUn3/+9/XQw89pA8//FCS9Nprr+mhhx7ST37yE1VVVWnGjBlGFwvvCwaDGjBggILBoNtLcRUdHHSgQQwdHHRw+LkDM5S7/Lz3MoGeZtHTLHqaRU+z6Jk6Zih3sWfNoqdZ9DSLnmbR0yw/9Uz7rTJvuOEG/fSnP9XixYvjl99xxx2SpCFDhug///M/e33/cQAAAD9hhgIAAEgdMxQAAPCTtE7cSdLIkSN111136bXXXtOGDRvU2NiokpISHXHEEZowYYIvznoCAACkihkKAAAgdcxQAADAL9I+cSdJgUBAJ554ok488URT6wEAAMh5zFAAAACpY4YCAAB+kNZn3AEAAAAAAAAAAAAwy7Jt2+7LDd9+++20/oCxY8emdb9cEg6HVVdX5/Yy+o1lWerjtsppdHDQgQYxdHDQwdFTh5qaGuXlHdAbAngOM1T6MjFD8T1oFj3NoqdZ9DSLnmaZ7skM9RlmKGaobEBPs+hpFj3NoqdZfpmh+ryiuXPnpvUHPProo2ndD9mLA5GDDg460CCGDg46OPzUgRnKW/y09/oDPc2ip1n0NIueZtGzd8xQ3sKeNYueZtHTLHqaRU+z/NIzpVOJwWBQxxxzjEpLSzO1HmS5QCCg0tJSNTc3KxqNur0c19DBQQcaxNDBQQeHHzswQ3mDH/deJtHTLHqaRU+z6GkWPfuOGcob2LNm0dMseppFT7PoaZafevb5xF1NTY3q6ur05ptvauLEiTrjjDN4+wF0YVmW8vPzZVmW20txFR0cdKBBDB0cdHD4rQMzlHf4be9lGj3NoqdZ9DSLnmbRs2+YobyDPWsWPc2ip1n0NIueZvmpZ59P3P3v//6v1q9fr2eeeUZr1qzRqlWrdMghh+j000/X1KlTVVFRkcl1AgAAZCVmKAAAgNQxQwEAAL9K6a0yx40bp3HjxqmxsVHPP/+8nn32WT300EOaP3++TjzxRJ1xxhk65phjMrVWAACArMQMBQAAkDpmKAAA4EcpnbiLKS8v17nnnqtzzz1X77zzjp555hm9/PLLWrNmjWpqanTNNdfosMMOM7xUAACA7MYMBQAAkDpmKAAA4CeBA32AMWPG6Nvf/ra+973vqbq6WnV1ddq1a5eJtSELRaNRX3w4ZG/o4KADDWLo4KCDgw4OZqj+x94zi55m0dMseppFT7PoeWCYofofe9YseppFT7PoaRY9zfJTz7RecRfT0dGh1atXa/ny5Xr33XclSaNHj9YhhxxiZHHIPrZtKxQKub0M19HBQQcaxNDBQQcHHZih3MLeM4ueZtHTLHqaRU+z6Jk+Zih3sGfNoqdZ9DSLnmbR0yw/9UzrxN3WrVv1zDPPaNWqVWpublZ5ebnOOeccnXnmmQxLPmdZlvLz89XR0SHbtt1ejmvo4KADDWLo4KCDw88dmKHc5ee9lwn0NIueZtHTLHqaRc/UMUO5iz1rFj3NoqdZ9DSLnmb5qWefT9y1tbXpxRdf1PLly7Vp0yZJ0tFHH60zzjhDJ510kvLyDujFe8gRgUBAZWVlqq+vVyQScXs5rqGDgw40iKGDgw4Ov3VghvIOv+29TKOnWfQ0i55m0dMsevYNM5R3sGfNoqdZ9DSLnmbR0yw/9ezzlPPv//7vCoVCqqqq0gUXXKDTTz9dNTU1mVwbAABA1mOGAgAASB0zFAAA8Ks+n7gLhUIKBoMaPHiw3nnnHb3zzjt9ut/cuXPTXhwAAEC2Y4YCAABIHTMUAADwq5TeVyASiei9997L1FoAAAByEjMUAABA6pihAACAH/X5xN3dd9+dyXUgR9i2rXA4nPMfDtkbOjjoQIMYOjjo4PBbB2Yo7/Db3ss0eppFT7PoaRY9zaJn3zBDeQd71ix6mkVPs+hpFj3N8lNPy/bDV+mycDisuro6t5cBAIDn1dTUKC8vpTcEQA5jhgIAoG+YodAZMxQAAH3j1Rkq4PYCAAAAAAAAAAAAAHDiDoYFg0FVV1crGAy6vRRX0cFBBxrE0MFBBwcd4Bb2nln0NIueZtHTLHqaRU9kG/asWfQ0i55m0dMseprlp56cuAMAAAAAAAAAAAA8wHtv3gkAAAAAAAAAALJKJBKRbdtuL8MzotGoQqGQOjo6FI1G3V5O1utrT8uysv5VeZy4AwAAAAAAAAAAaQmFQmppaVEkEnF7KZ6zb98+TtoZ1NeewWBQJSUlKiws7IdVmceJOwAAAAAAAAAAkLJQKKTGxkbl5+erpKREgUBAlmW5vSzPCAQCnLgzqLeetm0rGo2qra1NjY2NkpSVJ+8sm9euZlw4HFZdXZ3by+g3HIwcdHDQgQYxdHDQwdFTh5qaGuXl8bwiODIxQ/E9aBY9zaKnWfQ0i55mme7JDIXOmKG8j55m0dOsVHvu3btXgUBAFRUVnLCDZ9i2rYaGBkWjUQ0YMKDH23l1hjrgFW3fvl3bt29XW1ubpkyZYmJNyHL8oHTQwUEHGsTQwUEHBx2YodzC3jOLnmbR0yx6mkVPs+iZPmYod7BnzaKnWfQ0K5WekUhEkUhEJSUlnLSDp1iWpaKiIjU2NioSiWTdZ96lfeJu8+bNuvfee/XBBx/EL4sNTG+//bZuu+02ffe739WJJ5544KtE1ggEAiouLlZra6uvf2jSwUEHGsTQwUEHh987MEO5x+97zzR6mkVPs+hpFj3Nomd6mKHcw541i55m0dOsVHvG3swvEAhkemlZi1eEmpVKz9i+zMY3nUzrO2rHjh26+eabtWPHDk2fPl3HHXdcwvVjxoxRWVmZ1qxZY2SRyB6WZamwsND3z7Cgg4MONIihg4MODj93YIZyl5/3XibQ0yx6mkVPs+hpFj1TxwzlLvasWfQ0i55mpduT/j2jjVmp9Mzm9mmduFuwYIHC4bBuu+02XX755aqtrU243rIsjRo1Sps2bTKySAAAgFzADAUAAJA6ZigAAOAnaZ24W79+vU466SQdeuihPd5m4MCB2rt3b9oLAwAAyDXMUAAAAKljhgIAAH6S1om75uZmDRw4MOltbNtWOBxOa1EAAAC5iBkKAAAgdcxQAADAT9I6cVdZWamPP/446W0+/PDDXocq5J5oNMqHwYoOMXSgQQwdHHRw+LkDM5S7/Lz3MoGeZtHTLHqaRU+z6Jk6Zih3sWfNoqdZ9DTLiz1tW2pstLRrV0CNjZZs2+0Vpaa3lhMnTtSFF16YkT/7zjvv1NChQ7Vt27aMPL4bvLQ3MykvnTsdffTRevHFF7Vjxw4dcsghXa7fuHGj1q9fr7PPPvuAF4jsYtu2Wltb3V6G6+jgoAMNYujgoIPDzx2Yodzl572XCfQ0i55m0dMseppFz9QxQ7mLPWsWPc2ip1le6tnSYmnVqgItWVKkTZvyFYlIwaBUW9uh6dPbNHlyu0pK3DuLFwqF9Nhjj+mpp57S22+/rYaGBpWVlWnUqFE666yzdMkll6iqqkp2tp1p9Di/9EzrxN0FF1ygNWvWaM6cOZo1a1b8PcS3bdumd955R48//riKi4t13nnnGV0svM+yLOXl5SkcDvvmm6g7dHDQgQYxdHDQweHnDsxQ7vLz3ssEeppFT7PoaRY9zaJn6pih3MWeNYueZtHTLK/0XL8+X/PmlWvbtqAsS6qoiCo/X4pEpHXrCvTGGwUaNiyia69t1LhxHf2+vu3bt+vyyy/XO++8o5NOOkn/9m//piFDhqi+vl5r167Vj370Iy1ZskRPPfWULMtK2vKFF16QZVn9uPrs1lvPXGHZaX6Vb7zxhu666y61tLR0ua6kpETXXHONjj766ANeYC4Ih8Oqq6tzexn9IhgMqrKyUvX19YpEIm4vxzV0cNCBBjF0cNDBkaxDTU2N8vLSel5R1mCG6jvTMxTfg2bR0yx6mkVPs+hpViZ6MkMxQ3XGDOVt9DSLnmal2jMcDmvfvn2qqqoy9nNo/fp8zZlTod27Axo6NKL8/K636eiQtm8PauDAqObObejXk3ehUEjnnHOONmzYoLvuuksXXHBBl9vs2LFDv/vd73T99dcrGAy6tjfvvPNO/eQnP9GaNWs0bNgwV9ZgWio9+7I/vTpDpb2i8ePH6+6779aKFSu0YcMGNTU1qaSkREcccYROO+00lZWVmVwnAABATmCGAgAASB0zFADkvpYWS/PmlWv37oBGjIiopxei5edLI0ZEtGVLUPPmleu++/b229tmzp8/X++8846+8Y1vdHvSTpIOOeQQXX/99X16vIkTJ2rYsGFasGBBl8vuuOMOff/739fq1asViUR08skn65ZbbtHnPve5hMdoamrSvHnztHjxYjU0NOjwww/Xt771rR7/zJ07d+quu+7S008/rU8++USVlZWaMmWKrr322vgJvnfeeUczZszQmDFj9Mc//lH5nc6g/ud//qceeeQR3XvvvTr33HP79HUiNQd0KrG0tFTTp0/X9OnTTa0HAAAg5zFDAQAApI4ZCgBy26pVBdq2LaihQ3s+aRdjWdLQoRFt2xbUqlUFmjYt1C9rXLx4sSTpX/7lXzL653z00UeaOXOmpk2bpuuvv14ffPCBHnjgAX31q1/V8uXLFQgEJDmvKrvsssv0yiuv6Itf/KImT56s7du365prrtHIkSO7PO727dv1pS99SS0tLbrooos0cuRIffzxx/r973+vFStW6C9/+YuGDh2qMWPG6NZbb9V//dd/6bbbbtOcOXMkSU8++aQeeeQRXX755Zy0yyDvvQYQAAAAAAAAAAD4hm1LS5YUSVK3b4/Zndjtliwp0llnhXo92WfCu+++q7Kysi6vejNt8+bNuueee3T++efHLxs4cKBuv/12rVy5UlOnTpUkLViwQK+88oq+9rWv6ZZbbonf9uyzz064b8z3vvc9tba26i9/+YtGjBgRv/zLX/6yzjjjDP34xz/WT3/6U0nSJZdcotWrV+tXv/qVPv/5z2vkyJH67//+bx111FHxE3nIjEA6d1q2bJm+/e1va8+ePd1ev2fPHn3729/Ws88+e0CLQ3bi/aQddHDQgQYxdHDQweHXDsxQ7vPr3ssUeppFT7PoaRY9zaJnapih3MeeNYueZtHTLLd6NjVZ2rQpX5WV0ZTuV1kZ1aZN+Wpu7oezdpIaGxv75e2ZDzrooC4n3qZMmSJJev/99+OX/fnPf5Ykfec730m47YknnqjJkycnXNbQ0KBly5bp9NNPV3l5ufbs2RP/X2lpqY4//nitWLEi4T4//OEPVVtbq6uuukr/9m//JsuydO+996qwsNDUl4pupPWKuxdffFFVVVWqrq7u9vrq6mpVV1dr5cqVOv300w9ogcgukUhE9fX1bi/DdXRw0IEGMXRw0MHh5w7MUO7y897LBHqaRU+z6GkWPc2iZ+qYodzFnjWLnmbR0yw3e4ZCliKRvr/aLiYYlDo6pLY2S2Vlmf+cu/LycjU3N/f59k1NTWpsbEy4rLS0VKWlpUnvN3z48C6XDRgwQJK0d+/e+GVbtmxRdXW1Bg0a1OX2o0aN0sqVK+P//v777ysajerJJ5/Uk08+2e2fG3sLzs5r/eUvf6mzzz5b+/bt089//vNu34Kzv/jlRH1aJ+527NihiRMnJr3NiBEjtGbNmrQWBQAAkIuYoQAAAFLHDAUAua+w0FYwKKV6XiYScU7eFRVl/qSdJI0ePVqrV6/WBx980Ke3y1y0aJGuvvrqhMuuvvpqXXPNNUnvFwwGe7zOttP7WqNR59WM5557ri655JI+3+/pp5+O/5lvvvmmZs6cmdafj75L68RdS0tLr2eEi4uLUzrzjNwQDAZVXl6uxsZG35z97g4dHHSgQQwdHHRw+LkDM5S7/Lz3MoGeZtHTLHqaRU+z6Jk6Zih3sWfNoqdZ9DTLzZ5lZbZqazu0bl2Bqqr6/mfX1wc0fny7Skv758TdjBkztHr1av3hD3/QjTfe2OvtzzjjDD3yyCMJl3X+bLkDNWLECG3atEm7du3q8qq7DRs2JPz7YYcdpkAgoLa2tvjbbvZmzZo1+slPfqLTTz9dZWVl8c+7mzZtmrGvIRXBYNAX3+tpfcZdVVWVtmzZkvQ2W7ZsUUVFRVqLQnbb/+W0fkUHBx1oEEMHBx0cfu3ADOU+v+69TKGnWfQ0i55m0dMseqaGGcp97Fmz6GkWPc1yq6dlSdOnt8m2nbe+7IvY7aZPb5PVPx9xp4svvlijR4/Wr371K/3pT3/q9jYfffSRbrvtNknSkCFDNGXKlIT/mTxxN336dEnSz3/+84TL165dq1WrViVcVl1drdNPP13Lly/Xiy++2O3j7dy5M/7Pu3fv1pVXXqnBgwfrrrvu0o9+9CMddthhuuqqq7R9+3ZjXwO6SusVd0cddZRWrlypd999V6NHj+5y/TvvvKM33nhDp5566gEvEAAAIFcwQwEAAKSOGQoA/GHy5HYNGxbR1q1BjRgRSXoyzralHTuCGjYsosmT2/ttjYWFhfr973+vyy+/XP/xH/+h3//+9zrttNM0ePBgNTY26tVXX9Vf//pXjR07tl/WM2vWLD3yyCO6//779dFHH2nSpEnasWOHfve73+noo4/W+vXrE27/wx/+UBdccIEuvvhinX/++Ro/frwCgYA+/PBDPfvsszrmmGP0s5/9TLZt6//7//4/7dy5U48//nj8c2bvu+8+nXfeebryyiu1YMEC5eWldYoJvUir6vnnn6/Vq1fr1ltv1bRp0zR+/HhVV1drz549ev311/X0008rPz9fX/rSl0yvFwAAIGsxQwEAAKSOGQoA/KGkxNa11zZqzpwKbdkS1NChEeXnd71dR4e0fXtQAwdGdd11DSop6Z+3yYwZOnSo/vznP+vRRx/V4sWLde+996qxsVFlZWU68sgjde2116b0GXIHIi8vT3/4wx90xx136KmnntLy5ct1+OGH684779SGDRu6nLg7+OCDtXTpUv3yl7/U0qVL9dRTTyk/P18HHXSQJk6cqIsuukiSdM899+i5557Ttddem/A5s0cffbS+973v6YYbbtC8efN0/fXX98vX6TeWneYnGb722mu666671NbW1uW64uJifec739Hxxx9/wAvMBeFwWHV1dW4vo18Eg0FVVlaqvr7eF+812xM6OOhAgxg6OOjgSNahpqYm55+txQzVd6ZnKL4HzaKnWfQ0i55m0dOsTPRkhmKG6owZytvoaRY9zUq1Zzgc1r59+1RVVWX059D69fmaN69c27YFJUmVlVEFg1Ik4nymnSQNGxbRddc16Oijw8b+3Ezwy2ey9ZdUevZlf3p1hkr7xJ0kNTY26vnnn9d7772nlpYWlZSUaNSoUZo6darKy8tNrjOr+enEneSc5Q+HvX3A7A90cNCBBjF0cNDB0VMHrw5MpjFD9U0mZii+B82ip1n0NIueZtHTLNM9maGYoTpjhvI+eppFT7NS6ZmpE3eS1NJiadWqAi1ZUqRNm/IViUjBoFRb26Hp09s0eXJ7v7/SDtnFtyfu0Dd+O3EHAEC6vDowwR3MUAAA9A0zFDpjhgLQXzJ54i7GtqXmZkttbZaKimyVltpJP/sOiMnmE3cBtxeA3BIIBFRSUqJAwN9biw4OOtAghg4OOjjoALew98yip1n0NIueZtHTLHoi27BnzaKnWfQ0y4s9LUsqK7M1aFBUZWXZd9LOSy1zgV96HtCpxPr6em3atEnNzc2KRqPd3mbq1KkH8kcgy1iWpaKiIoVCIbeX4io6OOhAgxg6OOjgoAMzlFvYe2bR0yx6mkVPs+hpFj3TxwzlDvasWfQ0i55m0dM8K9vONHqcX3qmdeIuHA7r17/+tV544YUeB6UYBiYAAAAHMxQAAEDqmKEAAICfpHXi7tFHH9Xzzz+vIUOGaPLkyRo0aJBvXqIIAACQLmYoAACA1DFDAQAAP0nrxN2qVat08MEHa968eSooKDC9JgAAgJzEDAUAAJA6ZigAAOAnaT09qaGhQccddxzDErqwbVttbW2ybdvtpbiKDg460CCGDg46OPzcgRnKXX7ee5lAT7PoaRY9zaKnWfRMHTOUu9izZtHTLHqaRU/zaGmWX3qm9Yq7QYMGqbW11fRakAOi0ahaWlrcXobr6OCgAw1i6OCgg8PPHZih3OXnvZcJ9DSLnmbR0yx6mkXP1DFDuYs9axY9zaKnWfQ0r7fPZkVq/NIzrVfcTZ06Va+//jrfxOhWMBh0ewmeQAcHHWgQQwcHHRx+7cAM5T6/7r1MoadZ9DSLnmbR0yx6poYZyn3sWbPoaRY9zaIn4L60Ttydf/75Gj16tG699Va9+eabDE6ICwaDqqys9P0Bng4OOtAghg4OOjj83IEZyl1+3nuZQE+z6GkWPc2ip1n0TB0zlLvYs2bR0yx6mkVP82hpll96pvVWmRdffHH8n2+99dYeb2dZlubPn5/OHwEAAJBzmKEAAABSxwwFAAD8JK0Td2PGjJFlWabXkuDll1/WokWLtHXrVuXl5Wn06NG6+OKLNXz48F7vu2PHDi1fvlybN2/WBx98oKamJp1++un65je/2e3t77nnHq1YsaLb62bMmKGvfOUrB/S1AAAASMxQAAAA6cj0DMX8BAAeZtuymppkhUKyCwtll5VJGf69uj9t27ZNJ598sq6++mpdc801bi8HHpHWibubb77Z8DISPfvss7r33ns1bNgwXXrppWpvb9fSpUt100036dZbb+11cNqwYYMWL16smpoa1dbWat26dX36c7/1rW91uezQQw9N62sAAADYHzMUAABA6jI5QzE/AYA3WS0tKli1SkVLlih/0yYpEpGCQXXU1qpt+nS1T54su6Sk39f10ksvadasWQmX5eXlqaamRkcddZS+/vWva/Lkyf2+rnTs2rVLv/rVr7R8+XJ9+OGHsm1bAwcO1NixY3XmmWcmvOId/SutE3eZ1NTUpAcffFADBw7UrbfeqpJPv/lOOeUUXXXVVXrggQc0Z86cpI9xwgkn6Le//a3KyspUV1fX7TDUnSlTphzw+iHZtu32EjyBDg460CCGDg46OOhgHjNU37D3zKKnWfQ0i55m0dMsenoD81PfsWfNoqdZ9DTLCz3z169X+bx5Cm7bJlmWohUVUn6+FImoYN06FbzxhiLDhqnx2mvVMW6cK2s855xzdPbZZ0uS2tvbtXHjRj3yyCN65plndP/998ev682hhx6qTZs2KS+vf0/VbN++Xeecc4727Nmjc845R5dccony8/O1detW/e1vf9NvfvMbTty5yHMn7tauXavW1lbNmDEjPjBJ0qBBg3TyySdrxYoV2rVrlwYNGtTjY5SXl6f1Z9u2rdbWVhUVFSkQCKT1GH4XiUS0d+9et5fhOjo46ECDGDo46OCgQ2YwQ/WOvWcWPc2ip1n0NIueZtHTO5if+oY9axY9zaKnWV7omb9+vSrmzFFg925Fhg51Tth1Eqmqkjo6FNy6VRVz5qhh7lxXTt6NHTtWM2fOTLhs4sSJ+td//Vc9+uij8RN3kUik2/s3NjaqvLxclmWpqKjI+Ppij9+TX/7yl9q5c6fmzp2rr3/9612ur6urM76mvrBtWy0tLSotLe32+p565poDOnG3d+9erV+/Xnv27FE4HO72NhdeeGFKj/nee+9Jko488sgu1x155JFasWKFNm3alHRoStcVV1yh1tZWBQIB1dbW6ktf+pJOOumkXu+X7NlUN998s6qqqhQMBhMut21b0WhUkrpcJ322AQOBQJf3cY9Go7JtW5ZldRnuvPy4vd032XXZ9rX25+N2vm+qj5ttX6sXH7ev9+3uumz7WjlGZOfjdr5vthwj/IAZysEMxfHRzcftfN9sOT7m0uMyQ5l73N7uyzHCP8cIPzA9Q2Xj/CQxQ/X1cXu7L8dH/xwfc+lxvTZDxe5jitXSovJ585yTdiNG9PxZdvn5iowYoeCWLSqfN09777vPlbfN3N+QIUMkSfn7nWycOHGihg0bpltuuUW33367Xn31VdXX12v79u1JP+Puz3/+s37729/qzTffVDgcVm1tra644gpdcsklfX78nnzwwQeS1OPbetbU1HS5bOvWrfrf//1frVixQjt37lRFRYXGjh2r//f//l/CK8k3btyoO++8Uy+99JIaGhp00EEH6Ytf/KKuuuqqhJOJjz76qK6++mo98sgjWrdunR599FF9+OGH+va3vx1v0dcGyXTes9kyQ6V94u6xxx7TwoULez3DmepfOu3evVuSVF1d3eW62GWx25hSWVmpL3zhC6qtrVVpaal27NihpUuX6sc//rEuu+wynXfeeQf0+JZlqbKyMuGyUCik5uZmBQKBLtdJ0p49eyRJZWVlXV4m29TUpPb2dhUUFHQ589zR0aHGxsZu/0zJGXJt21ZJSYkKCgoSrmtpaVFbW5vy8/NVVlaWcF04HFZDQ4MkqaKiossPjfr6ekUiEZWUlKikpCRhgG5tbVVra6vy8vJUUVGRcL9oNKp9+/ZJcp6ltv8PjYaGBoXDYRUVFam4uDjhuljDYDDY5Wu1bTv+7JBkDQsLCxOeVSc5L21uamrqtWFpaWmXg3Bzc7NCoZAKCwtVUVGR0KFzw+4ed9++fYpGoyouLlZhYWHCdZ0b7v9MiUgkovr6ekm9N9z/2RttbW1qaWnptWF5eXmXg1pjY6M6OjqSNgwGgxo4cGCXX6hi+ztZw2T7W0reMNn+7q1hsv2drGFP+7uhoSH+7Jn9/9vEGibb37lyjGhoaFBpaakikUiXx/XTMaK1tVUFBQUKhUJdHtdPx4iOjg4FAgE1NTV1eVyvP9vYBGaovjM9Q7W0tKiwsFDt7e1djhluz1C9fW979fiYl5cX/zlvYobqrWGuHx8DgUB8Dyfb336YoWL7u6ysrMeGyfZ3Xl6eqqure5xDs2WG8tIxIvb93peGmfo9K1eOEfX19b3+jpCsYXc/A5mhPpPKDJWL85PEDMUM1bVhthwfmaEc2TRDhUKh+HUmTggWvvSSgtu2KXrooQkn7bqcwIzdf+hQBT/8UEWrV6t92rQeH3f/Tgd6cj/2tcd6t7e36/3339cPfvAD5efn6/LLL4/fP/bn79ixQxdeeKG++MUv6vrrr1ddXZ2CwWBCs84N582bp5/85CeaNGmSrrrqKhUVFemFF17Qf/3Xf2nLli268cYbE9bU3eNbltXjydrDDjtMknPy7Hvf+16X49b+Df/+979r1qxZam1t1ezZszV27Fg1Nzfr9ddf16pVq3TaaadJkt58802df/75CofDuuKKKzRixAj97W9/03333acXX3xRCxcuVHFxsQKBQHxNP/jBD+KPW11drUMOOUTBYDChwTXXXKOCgoJuG3T+79r5a41GowoEAiouLlZ7e3tWzVBpnbhbuXKlnnjiCR199NE6++yzdeedd2rq1Kk69thj9dZbb+m5557TySefrLPOOivlx25vb5fU9ay0pPgBMHYbUy677LIul02bNk3XXnutHnnkEZ1yyilJn1119913J338cDgcPxjHxA4O0Wi0y3WdxX5wdxY72LW3t3c5iMYeN/bLwP5i17e0tKi1tbXbx+3o6OhxvZLiP/Q7i30jt7W1qbCwUE1NTfHLYo/bXYfOYj8Ie3rc/f+7x9bU+Yddd5I1DIVC6ujo6PZxe2vY3Nzc4+OGw2FFIpGEDp0bdve4sfu2traqra2tx8c9kIahUKjbr6W3hrEhvLs1JWsYe+zOHTpL1jDZ/paSN0y2v5N9P0q97++eGvb038ayLAWDQTU2NnZ5FlLs35Pt71w5RkjOwNPc3JzSf5vOcuEYYVmWiouLe92HuX6MCAQC8V9c9n/cgQMHenZoMoEZKlF/z1CWZamkpEQdHR09HjPcmqEy+b2dqeNjNBpVeXl5/Oe8iRmqt4a5fHwMBoMqKyuTZVm9Pq4fZqiYpqamHtebbH/btp10Ds2WGcorx4hgMBj/fo9x4/esXDlG9OV3hGQNu/sZyAyV3gyVjfOTxAwleef42B1mKGaoztfl+gzV+b9F7L49SXZdNBqVbFv5Tz3lPNZ+J5E6N0uQny/ZtgoWL1br6ad3eYVeb68ITHe9kvTzn/9cP//5zxMuO+igg/SHP/xBp5xyiiKRSMJJpC1btuj222/XV77ylYQ/o/MaYw3ffPNN/fSnP9XXvvY13XLLLfHrr7jiCt144436xS9+oUsuuUQjRoyIX9fd4+//37Wzf//3f9eTTz6pX/3qV3ryySd10kkn6bjjjtOECRN0wgknJJz8sm1b3/nOd9Tc3KyFCxfquOOOS3isaDQaf/wbbrhBzc3N+uMf/6gJEyZIkr7yla+otrZWP/7xj3Xffffpu9/9rqLRaPxrb2pq0rJlyxJOnq9bt67bBl/72tf0P//zP9022P9rjf0Zra2tCgaDWTVDpXXibtmyZaqurtb1118fP3NcU1OjSZMmadKkSTrppJP0wx/+UJMmTUr5sWOD0f4DqvTZsLT/MxgyoaioSDNmzNBvfvMbrVu3TmecccYBPd4BHbR6cMAHwww8rm3b8ft3d7sDeVyvfa29PW66HdxYbybXlKxDtu3vdBrGjpGdf4D115q89LixDgeyplw4Rpjo4KX9nek15SJmqNTxPdj7fd08Pvb0c95rDXPt+JhLj9vbfQ9kf/t9Du3Ldamsaf/b5lLDXPsdIRdlaobK1flJYobqy32Zodx7XC+uKdset7f79tcM1dsaU2E1NSl/0yZFu3l1YzLRykrlb9okq7lZ9n6vPM2k2bNn64ILLpDk9N66dasefPBBfe1rX9Pvfvc7nXzyyQknHKuqqnTppZf26bGffPJJ2batiy66KP6Kxphp06bpgQce0MqVKxNOWqXy+JI0YsQIPf300/rVr36lp59+WkuWLNGSJUskScOHD9cPf/hDTZ06VZL01ltv6d1339WsWbO6nLSTPnvV2u7du/Xyyy9r6tSp8ZN2Md/85jf1i1/8QkuWLNF3v/vdhOuuuOKKLq947alBIBDosUFP9n+RSTZI68Td1q1bNWnSpISXi3b+Jh0/fryOPfZYLV68WCeeeGJKjz1w4EBJzstvDz300ITrYv+BYrfJtNj7uCZ79gIAAEBfMUMBAACkLlMzFPMTAHiHFQpJkYjzKrpUBINSR4estrZ+PXE3YsSIhM91k6Tzzz9fp556qq666iqtXLky4e0nDzvssD5/vlrsM1iTvZJ8586dCf+eyuPHHHroobrlllt0yy23aNeuXXr11Ve1ePFiLVy4UF/72tf09NNP63Of+5zef/99SdK4ceOSPt6WLVskSaNHj+5yXXFxsUaMGBG/TWcjR47sclk6DXJJWifuIpFIwnvzFhQUqKWlJeE2w4YN09NPP53yYx9++OF6+umntWHDBh1zzDEJ123YsEGSVFtbm8aqU/fRRx9Jcs5WAwAAHChmKAAAgNRlaoZifgIA77ALC52TcKm+IioSkYJB2ft9HqAbKisrdcIJJ2jZsmXavHmzDj/88Ph1+3+uYDKxV4g9+OCDPb7ye/9XmqXy+N0ZNGiQzj77bJ199tkaOnSo7r77bv3pT3/q8uq4TOhu7T01CAaD8VfN9eXVdtkqrRN3AwYMiH9YqOT8R93/TOnevXtTPsMrSRMmTNDvfvc7LV++XNOnT49/2OiuXbu0evVqHXXUUfH3+g6FQtq1a5dKSko0YMCAdL4UtbW1KRAIdPkGaGho0KJFi5Sfn6/x48en9dh+FI1Gu32ffr+hg4MONIihg4MODj93YIZyl5/3XibQ0yx6mkVPs+hpFj1Tl6kZivmpb9izZtHTLHqa5WZPu6xMHbW1Kli3TpEUnsQQqK9X+/jxsvd7q0W3xD4rMfYZkOm0HDlypJ577jkNGTKk11e5ZcIJJ5wgSfr444/j65GkN998M+n9YifSYk9+6ay1tVVbt27VYYcd1qc19NTAsqyeP/Mwh6R14u6www7Ttm3b4v9+1FFHafny5XrhhRd00kkn6e2339aaNWu6fUlkb8rKynTZZZfp17/+tW666SadddZZ6ujo0NKlS2VZli6//PL4bTdu3Ki5c+dq6tSpuvLKK+OXt7S06C9/+Ysk50NHJWnz5s164oknJDkbKPbWCR9//LF+8IMf6MQTT9TBBx+skpISffTRR3ruuefU3Nysr371q6qurk49kk/Ztt3te8P7DR0cdKBBDB0cdHD4uQMzlLv8vPcygZ5m0dMseppFT7PombpMzVDMT33DnjWLnmbR0yxXe1qW2qZPV8Ebb0gdHX17y8xP19o2fbpkWZldXx988skneuWVV1RUVKRRo0ZJUlonmWbOnKn7779ft99+ux588EHl79eioaFBhYWFKiwsTHutL730ko477rhuX+22dOlSSYp/DUcddZRGjx6tJ598UldccYWOPfbYhNtHo1EFAgENHDhQEydO1PPPP6/XX3894fPw7rvvPjU3N2v69Ol9Wl9PDWI9TTTwsrRO3J1wwgn6zW9+o7q6OtXU1Oj888/X6tWrdc899+iee+5xHjgvT1/+8pfTWtRZZ52l8vJyLVq0SA899JDy8vI0evRoXXzxxX16+WNTU5MeffTRhMvef//9+HuxTp06NT40VVVV6dhjj9W7776r1atXKxQKqaysTGPGjNE555yjsWPHpvU1+JVlWSosLFQoFPLFme+e0MFBBxrE0MFBB4efOzBDucvPey8T6GkWPc2ip1n0NIueqcvkDMX81Dv2rFn0NIueZrnds33yZEWGDVNw61ZFRoxIfjLOthXcsUORYcPUPnly/y3yU2+//Xb8SRrhcFjbtm3TI488osbGRt14440q/fQVgFYaJxSPPfZYXXvttZo3b55OP/10nX/++Tr44IO1a9cuvfvuu/rrX/+q559/XsOGDUt7/b/5zW/00ksv6cwzz9S4ceNUVVWlPXv2aPny5Vq9erVGjx6tiy66KP41/PSnP9Xs2bN1/vnn68tf/rLGjh2rlpYWvfbaaxoxYoRuuOEGSdItt9yimTNnavbs2frKV76i4cOH65VXXtEf//hHjR07Vt/4xjcOqMHu3bv1zjvvGGngZZZt6Duwrq5Oixcv1ieffKLBgwfr7LPP1vDhw008dNYLh8Oqq6tzexn9IhgMqrKyUvX19fH3mvUjOjjoQIMYOjjo4EjWoaamJuHDm/2AGapnpmcovgfNoqdZ9DSLnmbR06xM9GSGYobqjBnK2+hpFj3NSrVnOBzWvn37VFVVZeznUP769aqYM0eB3bsVGTq0+1fedXQouH27ogMHqv6WWxQ++mgjf3ZfvPTSS5o1a1bCZZZlqaKiQkcffbT+9V//VV/84hfj1wWDQZ144okaNmyYFixY0OXxtm3bppNPPllXX321rrnmmoTrnn/+ed1///16/fXX1dTUpIEDB2rkyJE688wzdfnll6vo08/1mzhxYo+P35PXXntNS5Ys0Zo1a/Thhx9q7969Kioq0siRIzVt2jT927/9m8rKyhLu88EHH+iuu+7SCy+8oD179qiqqkpHHXWUvvnNb+rUU0+N3+69997TnXfeqRdffFGNjY0aMmSIpk+frquuukoVFRXx2z366KO6+uqr9fjjj+uUU07pdp19bdCdvuxPr85Qxk7coWecuPMfOjjoQIMYOjjo4ODEHfqKv3TyNnqaRU+z6GkWPc3ixB0yjRnK2+hpFj3N8sKJO8k5eVc+b56Cn75NcrSyUgoGpUhEgfp6SVJk2DA1XHddv560S0cwGGRvGpRKz2w+cee9FQEAAAAAAAAAAF/qGDdOe++7TwWrVqloyRLlb9rkfJ5dMKj28ePVNn262idPll1S4vZSgYw4oBN30WhUe/bs0Z49exQOh7u9jVffnxsAAMAtzFAAAACpY4YCAP+wS0oUmjZNobPOktXcLKutTXZRkezS0uSffQfkgLRP3C1atEiLFy9WQ0ND0tvt/wG9yG22bau9vd33HwZLBwcdaBBDBwcdHH7vwAzlHr/vPdPoaRY9zaKnWfQ0i57pYYZyD3vWLHqaRU+zPNnTsmSXlcne7/PWsoWnWuYAv/RM68TdY489pieeeEJlZWWaOnWqqqurFQwGTa8NWSgajaqpqcntZbiODg460CCGDg46OPzcgRnKXX7ee5lAT7PoaRY9zaKnWfRMHTOUu9izZtHTLHqaRU/zotGo20vIKX7pmdaJu+eee041NTW64447VML7yGI/gUDAN99AydDBQQcaxNDBQQeHXzswQ7nPr3svU+hpFj3NoqdZ9DSLnqlhhnIfe9YseppFT7PoCbgvkM6dGhsbdeKJJzIsoYtgMKiqqirfP/ONDg460CCGDg46OPzcgRnKXX7ee5lAT7PoaRY9zaKnWfRMHTOUu9izZtHTLHqaRU/zaGmWX3qmdeLuoIMOUnNzs+m1AAAA5DRmKAAAgNQxQwGAt/nlc8eQXbJ5X6Z14m7atGl69dVXtW/fPsPLAQAAyF3MUAAAAKljhgIAbwoEnNMLHR0dLq8E6Cq2L2P7NJuk9Rl306ZN00cffaSbbrpJM2fO1MiRI3t8u4JBgwYd0AIBAAByBTMUAABA6pihAMCbAoGACgsL1dLSokgkooKCAgUCAVmW5fbSPCMajfKZgQb11tO2bUWjUbW3tysUCqmwsNA/J+4kacSIEXr++ef1y1/+ssfbWJal+fPnp/tHAAAA5BxmKAAAgNQxQwGAN5WVlSk/P1/Nzc0KhUJuL8dzAoEAJ+4M6mtPy7JUVlamwsLCfliVeWmduFu+fLl+9atfKRgM6qijjtKAAQN886GASC4SiWjPnj1uL8N1dHDQgQYxdHDQweHnDsxQ7vLz3ssEeppFT7PoaRY9zaJn6pih3MWeNYueZtHTrHR6WpaloqIiFRYWxl/tBLgp9qrPbH7lZ1on7hYvXqzKykp9//vfV01Njek1AQAA5CRmKAAAgNQxQwGA98VOlGTj2xICXpPWd9HOnTt18sknMyyhi0AgoPLyct8foOngoAMNYujgoIPDzx2Yodzl572XCfQ0i55m0dMseppFz9QxQ7mLPWsWPc2ip1n0NIueZvmpZ1pfYXV1tcLhsOm1IAdYlqX8/PysfhmqCXRw0IEGMXRw0MHh5w7MUO7y897LBHqaRU+z6GkWPc2iZ+qYodzFnjWLnmbR0yx6mkVPs/zUM60Td1OnTtXrr7+u1tZW0+sBAADIWcxQAAAAqWOGAgAAfpLWibsLLrhAhx9+uG699Va99dZbDE4AAAB9wAwFAACQOmYoAADgJ3np3OmSSy6J//Mtt9zS4+0sy9L8+fPT+SMAAAByDjMUAABA6pihAACAn6R14m7MmDG+eB9RpC4ajaq5uVnRaNTtpbiKDg460CCGDg46OPzcgRnKXX7ee5lAT7PoaRY9zaKnWfRMHTOUu9izZtHTLHqaRU+z6GmWn3patm3bbi8i14XDYdXV1bm9DAAAPK+mpkZ5eWk9rwg5iBkKAIC+YYZCZ8xQAAD0jVdnqLQ+4+4Xv/iFnnrqKdNrQQ6wLEuFhYW+fyYcHRx0oEEMHRx0cPi5AzOUu/y89zKBnmbR0yx6mkVPs+iZOmYod7FnzaKnWfQ0i55m0dMsP/VM68Tdiy++qIaGBtNrQQ4IBAIqLS1VIJDW1soZdHDQgQYxdHDQweHnDsxQ7vLz3ssEeppFT7PoaRY9zaJn6pih3MWeNYueZtHTLHqaRU+z/NQzra9w8ODBqq+vN70WAACAnMYMBQAAkDpmKAAA4CdpnbibPHmy3njjDTU1NZleDwAAQM5ihgIAAEgdMxQAAPCTtE7cnX/++Ro5cqTmzp2rV199Vfv27TO8LAAAgNzDDAUAAJA6ZigAAOAneenc6dJLL43/87x583q8nWVZmj9/fjp/BLKUbdvq6OiQbdtuL8VVdHDQgQYxdHDQweHnDsxQ7vLz3ssEeppFT7PoaRY9zaJn6pih3MWeNYueZtHTLHqaRU+z/NQzrRN3Y8aMkWVZpteCHBCNRtXY2Oj2MlxHBwcdaBBDBwcdHH7uwAzlLj/vvUygp1n0NIueZtHTLHqmjhnKXexZs+hpFj3NoqdZ9DTLTz0t2w+nJ10WDodVV1fn9jIAAPC8mpoa5eWl9bwi5CBmKAAA+oYZCp0xQwEA0DdenaHS+ow7oCfBYFDV1dUKBoNuL8VVdHDQgQYxdHDQwUEHuIW9ZxY9zaKnWfQ0i55m0RPZhj1rFj3NoqdZ9DSLnmb5qecBn0oMh8PasWOHmpubVVJSoqFDh3ryDCUAAICXMEMBAACkjhkKAADkurQnm5aWFj300ENauXKl2tvb45cXFBTo1FNP1aWXXqrS0lIjiwQAAMgVzFAAAACpY4YCAAB+kdaJu5aWFt1000368MMPVVRUpDFjxqiqqkr79u3T5s2btXz5cv3jH//QrbfeqpKSEtNrBgAAyErMUAAAAKljhgIAAH6S1om7hQsX6sMPP9RZZ52liy++OOEZTS0tLZo/f77++te/auHChbrkkkuMLRYAACCbMUMBAACkjhkKAAD4SSCdO7388ss64ogj9PWvf73L2xCUlJToq1/9qkaNGqWXX37ZyCKRPSKRiPbt26dIJOL2UlxFBwcdaBBDBwcdHH7uwAzlLj/vvUygp1n0NIueZtHTLHqmjhnKXexZs+hpFj3NoqdZ9DTLTz3TOnG3a9cujR07NultxowZo127dqW1KGS3aDTq9hI8gQ4OOtAghg4OOjj82oEZyn1+3XuZQk+z6GkWPc2ip1n0TA0zlPvYs2bR0yx6mkVPs+hpll96pnXirrCwUA0NDUlv09DQoMLCwrQWhewVCARUVlamQCCtrZUz6OCgAw1i6OCgg8PPHZih3OXnvZcJ9DSLnmbR0yx6mkXP1DFDuYs9axY9zaKnWfQ0i55m+alnWl9hbW2tVq9erY8++qjb6z/++GOtXr1atbW1B7Q4ZB/LslRQUCDLstxeiqvo4KADDWLo4KCDw88dmKHc5ee9lwn0NIueZtHTLHqaRc/UMUO5iz1rFj3NoqdZ9DSLnmb5qWdeOnc677zz9P3vf1//8z//oy984Qs6+uijVVVVpX379untt9/WX/7yF7W1tencc881vV4AAICsxQwFAACQOmYoAADgJ2mduBs3bpy+/vWv63e/+53++Mc/6o9//GPC9cFgUF/72td0zDHHGFkkAABALmCGAgAASB0zFAAA8JO0TtxJ0llnnaXjjjtOL7zwgj744AO1tLSopKREn/vc53Tqqadq8ODBJtcJAACQE5ihAAAAUscMBQAA/MKybdvu7UZLlizRqFGjdPjhh/fHmnJOOBxWXV2d28voF5ZlqbCwUKFQSH3YWjmLDg460CCGDg46OJJ1qKmpUV5e2s8r8hxmqANjeobie9AseppFT7PoaRY9zcpET2YodMYM5W30NIueZtHTLHqa5acZKtCXGz344IN644034v/+5S9/WQsWLMjUmpDFbNtWW1ub7w9EdHDQgQYxdHDQweGnDsxQ3uKnvdcf6GkWPc2ip1n0NIuevWOG8hb2rFn0NIueZtHTLHqa5aeefTpxl5+fr46OjkyvBTnAsizl5+fLsiy3l+IqOjjoQIMYOjjo4PBTB2Yob/HT3usP9DSLnmbR0yx6mkXP3jFDeQt71ix6mkVPs+hpFj3N8lPPPp24q6mp0bp167Rv374MLwfZLhAIqLy8XIFAn7ZWzqKDgw40iKGDgw4OP3VghvIWP+29/kBPs+hpFj3NoqdZ9OwdM5S3sGfNoqdZ9DSLnmbR0yw/9ezTm3eeeeaZevDBB/WNb3wjftnjjz+uxx9/POn9LMvS/PnzD2yFAAAAWYoZCgAAIHXMUAAAwM/6dOJu+vTpqqys1Guvvaa9e/fqrbfe0qBBg1RTU5Pp9QEAAGQtZigAAIDUMUMBAAA/69OJO0maNGmSJk2aJMn5UODTTjtNF154YcYWBgAAkAuYoQAAAFLHDAUAAPwqrTcDvfDCCzV27FjTa0EOsG1bkUhEtm27vRRX0cFBBxrE0MFBB4efOzBDucvPey8T6GkWPc2ip1n0NIueqWOGchd71ix6mkVPs+hpFj3N8lPPPr/irrPnn39e9fX1DE3oIhqNqr6+3u1luI4ODjrQIIYODjo4/NyBGcpdft57mUBPs+hpFj3NoqdZ9EwdM5S72LNm0dMseppFT7PoaZafeqb1irvGxkaVlJSYXgsAAEBOY4YCAABIHTMUAADwk7RO3A0bNkyffPKJ6bUgBwSDQQ0YMEDBYNDtpbiKDg460CCGDg46OPzcgRnKXX7ee5lAT7PoaRY9zaKnWfRMHTOUu9izZtHTLHqaRU+z6GmWn3qmdeLui1/8ol599VVt2bLF9HqQAyzLcnsJnkAHBx1oEEMHBx0cfu3ADOU+v+69TKGnWfQ0i55m0dMseqaGGcp97Fmz6GkWPc2ip1n0NMsvPdP6jLvq6mqNGzdON910k84880wdfvjhqqqq6va2vP84AACAgxkKAAAgdcxQAADAT9I6cTd37tz4P//5z39OettHH300nT8CAAAg5zBDAQAApI4ZCgAA+ElaJ+5mzpzpm5ckAgAAmMIMBQAAkDpmKAAA4CeWbdu224vIdeFwWHV1dW4vo98Eg0FFIhG3l+E6OjjoQIMYOjjo4OipQ01NjfLy0npeEXJQJmYovgfNoqdZ9DSLnmbR0yzTPZmh0BkzlPfR0yx6mkVPs+hpll9mqIDbC0Du4UDkoIODDjSIoYODDg46wC3sPbPoaRY9zaKnWfQ0i57INuxZs+hpFj3NoqdZ9DTLLz0P6MRdOBzWG2+8oaeeekoLFiyIX97e3q76+npFo9EDXiCySyAQUElJiQIBf58TpoODDjSIoYODDg46MEO5hb1nFj3NoqdZ9DSLnmbRM33MUO5gz5pFT7PoaRY9zaKnWX7qmfZrAN944w398pe/1L59++KXXXjhhZKkzZs366abbtK3v/1tTZ48+YAXiexhWZaKiooUCoXcXoqr6OCgAw1i6OCgg8PvHZih3OP3vWcaPc2ip1n0NIueZtEzPcxQ7mHPmkVPs+hpFj3NoqdZfuqZ1qnJTZs26Uc/+pEsy9Lll1+uSZMmJVw/atQo1dTU6G9/+5uRRQIAAOQCZigAAIDUMUMBAAA/SevE3RNPPKGCggL98Ic/1PTp03XwwQd3uU1tba22bNlywAsEAADIFcxQAAAAqWOGAgAAfpLWibt//OMfmjBhgqqqqnq8zaBBgxLevgAAAMDvmKEAAABSxwwFAAD8JK0Td21tbaqoqEh6m1AoxIcC+5Bt22pra5Nt224vxVV0cNCBBjF0cNDB4ecOzFDu8vPeywR6mkVPs+hpFj3NomfqmKHcxZ41i55m0dMseppFT7P81DMvnTtVV1dr27ZtSW+zefNmDRkyJK1FIXtFo1G1tLS4vQzX0cFBBxrE0MFBB4efOzBDucvPey8T6GkWPc2ip1n0NIueqWOGchd71ix6mkVPs+hpFj3N8lPPtF5xN378eK1bt07vvvtut9e//vrr2rBhg44//vgDWhyyU15eWueDcw4dHHSgQQwdHHRw+LUDM5T7/Lr3MoWeZtHTLHqaRU+z6JkaZij3sWfNoqdZ9DSLnmbR0yy/9EzrxN0FF1yg0tJSff/739dDDz2kDz/8UJL02muv6aGHHtJPfvITVVVVacaMGUYXC+8LBoOqqKhQMBh0eymuooODDjSIoYODDg4/d2CGcpef914m0NMseppFT7PoaRY9U8cM5S72rFn0NIueZtHTLHqa5aeeab9V5g033KCf/vSnWrx4cfzyO+64Q5I0ZMgQ/ed//mev7z8OAADgJ8xQAAAAqWOGAgAAfpL26wpHjhypu+66S6+++qree+89NTY2qqSkREcccYQmTJjgi7OeAAAAqWKGAgAASB0zFAAA8IuUT9zt2rVLGzdulGVZqq2t1YQJEzRhwoRMrA0AACBnMEMBAACkjhkKAAD4TUon7n7/+99ryZIlsm1bkmRZls455xz9y7/8S0YWh+wUjUbdXoIn0MFBBxrE0MFBB4ffOjBDeYff9l6m0dMseppFT7PoaRY9+4YZyjvYs2bR0yx6mkVPs+hpll96WnZs+unFqlWr9L//+7+SpKFDh8q2be3YsUOS9O1vf1uTJ0/O3CqzXDgcVl1dndvLAADA82pqapSXl/Y7eXsSM1T6mKEAAOgbZih0xgwFAEDfeHWG6vOKnn32WQUCAd1www06+uijJUl///vfdfvtt+u5555jYAIAAOgGMxQAAEDqmKEAAIBfBfp6wy1btmjChAnxYUmSjjnmGJ144onavHlzJtaGLBQMBlVZWen7D4Wmg4MONIihg4MODr91YIbyDr/tvUyjp1n0NIueZtHTLHr2DTOUd7BnzaKnWfQ0i55m0dMsP/Xs8yvumpubdcghh3S5fOjQoXrllVeMLkqSXn75ZS1atEhbt25VXl6eRo8erYsvvljDhw/v9b47duzQ8uXLtXnzZn3wwQdqamrS6aefrm9+85s93mfnzp16+OGH9fe//11tbW065JBD9IUvfEFnnHGGyS/LF/zwjdMXdHDQgQYxdHDQweGnDsxQ3uKnvdcf6GkWPc2ip1n0NIuevevPGYr5qXfsWbPoaRY9zaKnWfQ0yy89+/yKO9u2u32vz2AwqD5+TF6fPfvss7rzzjvV1tamSy+9VBdccIG2bNmim266SVu3bu31/hs2bNDixYv1ySefqLa2ttfb7969WzfccINeeeUVnXHGGfrXf/1XDRw4UPfdd58ef/xxE18SAADwKWYoAACA1PXXDMX8BAAAvMZzn7rX1NSkBx98UAMHDtStt96qkpISSdIpp5yiq666Sg888IDmzJmT9DFOOOEE/fa3v1VZWZnq6ur0rW99K+ntH3nkEe3bt0/XXHONJk6cKEk688wzdccdd+jJJ5/UlClTNGTIEDNfIAAAQAYwQwEAAKSG+QkAAHhRSifuHn/88R6f/fPlL3+5y2WWZWn+/PkpLWjt2rVqbW3VjBkz4gOTJA0aNEgnn3yyVqxYoV27dmnQoEE9PkZ5eXmf/7xQKKQ1a9aopqYmPjDFzJgxQ6+++qpWrVqlmTNnpvR1AAAAxDBDAQAApC7TMxTzEwAA8KKMvuIunbcueO+99yRJRx55ZJfrjjzySK1YsUKbNm1KOjSlYuvWrWpvb9eoUaO6XDdq1ChZlqWNGzcmfYxkz6a6+eabVVVV1eW9V23bVjQaldT9+7JGIhFJUiAQkGVZCddFo1HZti3LshQIJL7bqduPKznvQ29ZVvx2scft7b7JrvPi15rscW3b7tIhU+vtfN9UHzfTDaPRaJcOJh43U+tN53F7u280GlVjY2O312fb13ogj9uXDr2tKReOEbZtq7GxUbZt99vPhc739coxQpIaGxsVjUZ9897kqWKGysw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" + ], + "text/plain": [ + " 12yr B_score 24yr B_score 36yr B_score\n", + "Event_1 0.034088 0.075910 0.107393\n", + "Event_2 0.036067 0.078267 0.107208" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cindex_mean = pd.read_csv('SYNTHETIC/results/result_CINDEX_FINAL_MEAN.csv', index_col=0)\n", + "cindex_std = pd.read_csv('SYNTHETIC/results/result_CINDEX_FINAL_STD.csv', index_col=0)\n", + "\n", + "brier_mean = pd.read_csv('SYNTHETIC/results/result_BRIER_FINAL_MEAN.csv', index_col=0)\n", + "brier_std = pd.read_csv('SYNTHETIC/results/result_BRIER_FINAL_STD.csv', index_col=0)\n", + "\n", + "print(\"C-index Mean:\")\n", + "display(cindex_mean)\n", + "print(\"\\nC-index Standard Deviation:\")\n", + "display(cindex_std)\n", + "print(\"\\nBrier Score Mean:\")\n", + "display(brier_mean)\n", + "print(\"\\nBrier Score Standard Deviation:\")\n", + "display(brier_std)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "cindex_time_points = [int(col.split('yr')[0]) for col in cindex_mean.columns]\n", + "brier_time_points = [int(col.split('yr')[0]) for col in brier_mean.columns]" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 1: C-index performance over time for each event\n", + "plt.figure(figsize=(12, 7))\n", + "\n", + "colors = ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd']\n", + "markers = ['o', 's', '^', 'D', 'v']\n", + "\n", + "for i, event in enumerate(cindex_mean.index):\n", + " plt.errorbar(\n", + " cindex_time_points, \n", + " cindex_mean.loc[event], \n", + " yerr=cindex_std.loc[event],\n", + " label=event,\n", + " marker=markers[i % len(markers)],\n", + " color=colors[i % len(colors)],\n", + " capsize=5,\n", + " linewidth=2,\n", + " markersize=8\n", + " )\n", + "\n", + "plt.xlabel('Time (years)', fontsize=14)\n", + "plt.ylabel('C-index', fontsize=14)\n", + "plt.title('DeepHit Performance on SYNTHETIC Dataset (C-index)', fontsize=16)\n", + "plt.grid(True, linestyle='--', alpha=0.7)\n", + "plt.legend(fontsize=12, title='Event Type', title_fontsize=13)\n", + "plt.ylim(0.5, 1.0) # C-index ranges from 0.5 (random) to 1.0 (perfect)\n", + "plt.xticks(cindex_time_points)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 2: Brier score performance over time for each event\n", + "plt.figure(figsize=(12, 7))\n", + "\n", + "for i, event in enumerate(brier_mean.index):\n", + " plt.errorbar(\n", + " brier_time_points, \n", + " brier_mean.loc[event], \n", + " yerr=brier_std.loc[event],\n", + " label=event,\n", + " marker=markers[i % len(markers)],\n", + " color=colors[i % len(colors)],\n", + " capsize=5,\n", + " linewidth=2,\n", + " markersize=8\n", + " )\n", + "\n", + "plt.xlabel('Time (years)', fontsize=14)\n", + "plt.ylabel('Brier Score', fontsize=14)\n", + "plt.title('DeepHit Performance on SYNTHETIC Dataset (Brier Score)', fontsize=16)\n", + "plt.grid(True, linestyle='--', alpha=0.7)\n", + "plt.legend(fontsize=12, title='Event Type', title_fontsize=13)\n", + "plt.ylim(0, brier_mean.values.max() * 1.2) # Lower Brier score is better\n", + "plt.xticks(brier_time_points)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 3: Bar chart comparing C-index across events and time points\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "x = np.arange(len(cindex_time_points))\n", + "width = 0.8 / len(cindex_mean.index)\n", + "offset = width * np.arange(len(cindex_mean.index)) - width * len(cindex_mean.index) / 2 + width / 2\n", + "\n", + "for i, event in enumerate(cindex_mean.index):\n", + " plt.bar(\n", + " x + offset[i], \n", + " cindex_mean.loc[event], \n", + " width=width, \n", + " color=colors[i % len(colors)], \n", + " label=event,\n", + " yerr=cindex_std.loc[event],\n", + " capsize=4,\n", + " alpha=0.8\n", + " )\n", + "\n", + "plt.xlabel('Time (years)', fontsize=14)\n", + "plt.ylabel('C-index', fontsize=14)\n", + "plt.title('Comparison of C-index Across Events and Time Points', fontsize=16)\n", + "plt.xticks(x, [f'{t} years' for t in cindex_time_points])\n", + "plt.legend(fontsize=12, title='Event Type', title_fontsize=13)\n", + "plt.ylim(0.5, 1.0)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 4: Bar chart comparing Brier scores across events and time points\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "x = np.arange(len(brier_time_points))\n", + "width = 0.8 / len(brier_mean.index)\n", + "offset = width * np.arange(len(brier_mean.index)) - width * len(brier_mean.index) / 2 + width / 2\n", + "\n", + "for i, event in enumerate(brier_mean.index):\n", + " plt.bar(\n", + " x + offset[i], \n", + " brier_mean.loc[event], \n", + " width=width, \n", + " color=colors[i % len(colors)], \n", + " label=event,\n", + " yerr=brier_std.loc[event],\n", + " capsize=4,\n", + " alpha=0.8\n", + " )\n", + "\n", + "plt.xlabel('Time (years)', fontsize=14)\n", + "plt.ylabel('Brier Score', fontsize=14)\n", + "plt.title('Comparison of Brier Scores Across Events and Time Points', fontsize=16)\n", + "plt.xticks(x, [f'{t} years' for t in brier_time_points])\n", + "plt.legend(fontsize=12, title='Event Type', title_fontsize=13)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 5: Heatmap of C-index across events and time points\n", + "plt.figure(figsize=(10, 6))\n", + "sns.heatmap(\n", + " cindex_mean, \n", + " annot=True, \n", + " cmap='YlGnBu', \n", + " fmt='.3f',\n", + " linewidths=.5,\n", + " vmin=0.5, \n", + " vmax=1.0,\n", + " cbar_kws={'label': 'C-index'}\n", + ")\n", + "plt.title('Heatmap of C-index Across Events and Time Points', fontsize=16)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 6: Heatmap of Brier scores across events and time points\n", + "plt.figure(figsize=(10, 6))\n", + "sns.heatmap(\n", + " brier_mean, \n", + " annot=True, \n", + " cmap='YlOrRd_r', # Reversed colormap so lighter is better\n", + " fmt='.3f',\n", + " linewidths=.5,\n", + " cbar_kws={'label': 'Brier Score'}\n", + ")\n", + "plt.title('Heatmap of Brier Scores Across Events and Time Points', fontsize=16)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 8: Performance comparison across iterations for Brier score\n", + "brier_iterations = []\n", + "for i in range(5): # Assuming 5 iterations (0-4)\n", + " try:\n", + " df = pd.read_csv(f'SYNTHETIC/results/result_BRIER_itr{i}.csv', index_col=0)\n", + " brier_iterations.append(df)\n", + " except FileNotFoundError:\n", + " print(f\"File for iteration {i} not found\")\n", + "\n", + "if brier_iterations:\n", + " fig, axes = plt.subplots(len(brier_iterations[0].index), 1, figsize=(12, 4*len(brier_iterations[0].index)), sharex=True)\n", + " \n", + " for i, event in enumerate(brier_iterations[0].index):\n", + " ax = axes[i] if len(brier_iterations[0].index) > 1 else axes\n", + " \n", + " for j, df in enumerate(brier_iterations):\n", + " ax.plot(brier_time_points, df.loc[event], marker='o', label=f'Iteration {j}')\n", + " \n", + " ax.plot(brier_time_points, brier_mean.loc[event], 'k--', linewidth=2, label='Mean')\n", + " \n", + " ax.set_title(f'{event} Brier Score Across Iterations', fontsize=14)\n", + " ax.set_ylabel('Brier Score', fontsize=12)\n", + " ax.grid(True, linestyle='--', alpha=0.7)\n", + " ax.legend()\n", + " \n", + " plt.xlabel('Time (years)', fontsize=14)\n", + " plt.xticks(brier_time_points)\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 9: Radar chart comparing performance metrics\n", + "if len(cindex_mean.index) == 2: \n", + " fig = plt.figure(figsize=(12, 10))\n", + " \n", + " # Categories for radar chart (time points)\n", + " categories = [f'{t} years' for t in cindex_time_points]\n", + " N = len(categories)\n", + " \n", + " # Create angles for each category\n", + " angles = [n / float(N) * 2 * np.pi for n in range(N)]\n", + " angles += angles[:1] # Close the loop\n", + " \n", + " # Create subplot with polar projection\n", + " ax = plt.subplot(111, polar=True)\n", + " \n", + " # Add category labels\n", + " plt.xticks(angles[:-1], categories, fontsize=12)\n", + " \n", + " # Add radial lines\n", + " ax.set_rlabel_position(0)\n", + " plt.yticks([0.6, 0.7, 0.8, 0.9, 1.0], [\"0.6\", \"0.7\", \"0.8\", \"0.9\", \"1.0\"], fontsize=10)\n", + " plt.ylim(0.5, 1.0)\n", + " \n", + " # Plot C-index for each event\n", + " for i, event in enumerate(cindex_mean.index):\n", + " values = cindex_mean.loc[event].values.tolist()\n", + " values += values[:1] # Close the loop\n", + " ax.plot(angles, values, linewidth=2, linestyle='solid', label=f'{event} C-index', color=colors[i])\n", + " ax.fill(angles, values, alpha=0.1, color=colors[i])\n", + " \n", + " plt.legend(loc='upper right', bbox_to_anchor=(0.1, 0.1))\n", + " plt.title('Radar Chart of C-index Performance', fontsize=16, y=1.1)\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 10: Box plots comparing performance across iterations\n", + "if cindex_iterations and brier_iterations:\n", + " # For C-index\n", + " cindex_data = {event: [] for event in cindex_iterations[0].index}\n", + " for event in cindex_iterations[0].index:\n", + " for t_idx, t in enumerate(cindex_time_points):\n", + " values = [df.loc[event].iloc[t_idx] for df in cindex_iterations]\n", + " cindex_data[event].append(values)\n", + " \n", + " # For Brier score\n", + " brier_data = {event: [] for event in brier_iterations[0].index}\n", + " for event in brier_iterations[0].index:\n", + " for t_idx, t in enumerate(brier_time_points):\n", + " values = [df.loc[event].iloc[t_idx] for df in brier_iterations]\n", + " brier_data[event].append(values)\n", + " \n", + " # Create box plots for C-index\n", + " fig, axes = plt.subplots(len(cindex_data), 1, figsize=(14, 5*len(cindex_data)), sharex=True)\n", + " \n", + " for i, (event, data) in enumerate(cindex_data.items()):\n", + " ax = axes[i] if len(cindex_data) > 1 else axes\n", + " \n", + " ax.boxplot(data, labels=[f'{t} years' for t in cindex_time_points], patch_artist=True,\n", + " boxprops=dict(facecolor=colors[i], alpha=0.5),\n", + " medianprops=dict(color='black'))\n", + " \n", + " ax.set_title(f'{event} C-index Distribution Across Iterations', fontsize=14)\n", + " ax.set_ylabel('C-index', fontsize=12)\n", + " ax.set_ylim(0.5, 1.0)\n", + " ax.grid(True, linestyle='--', alpha=0.7)\n", + " \n", + " plt.xlabel('Time Points', fontsize=14)\n", + " plt.tight_layout()\n", + " plt.show()\n", + " \n", + " # Create box plots for Brier score\n", + " fig, axes = plt.subplots(len(brier_data), 1, figsize=(14, 5*len(brier_data)), sharex=True)\n", + " \n", + " for i, (event, data) in enumerate(brier_data.items()):\n", + " ax = axes[i] if len(brier_data) > 1 else axes\n", + " \n", + " ax.boxplot(data, labels=[f'{t} years' for t in brier_time_points], patch_artist=True,\n", + " boxprops=dict(facecolor=colors[i], alpha=0.5),\n", + " medianprops=dict(color='black'))\n", + " \n", + " ax.set_title(f'{event} Brier Score Distribution Across Iterations', fontsize=14)\n", + " ax.set_ylabel('Brier Score', fontsize=12)\n", + " ax.grid(True, linestyle='--', alpha=0.7)\n", + " \n", + " plt.xlabel('Time Points', fontsize=14)\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([,\n", + " ,\n", + " ],\n", + " [Text(12, 0, '12'), Text(24, 0, '24'), Text(36, 0, '36')])" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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616RJE8XHx0f59ddf9a//9ddfs9VbV2aLFi3yclgN6v1g2Q/KyMhQpk2bpvj4+Cjt2rVTMjIynvgYtWrVSrl7966iKIqSmZmZLf/AgQP6tNTUVKVFixaKj4+PsmTJEoP97Nu3TwkICFD8/f2V8+fP69MnT56s+Pj4KHXq1FFu3rypKIqiaLVaRavVGhz3IUOGKImJifr81157TZ83bdo0RaPRKIqiKImJifr3um3bNv1+Ro8erfj4+CjffvutwTG7d++e0rdvX8XHx0f58ssv9em689jHx0cZN26ckpSUpM9bvny54uPjozRp0sTgPb7yyiuKj4+PMn78eCUtLU2fvmvXLsXPz08JDAxU0tPTFUVRlEWLFik+Pj7KsGHDDI57dHS00qtXL8XHx0dZu3btwx9xjnTHcNGiRQbpuvp37dpVuXPnjj595syZ+rzRo0crKSkpiqJknT+DBg1SfHx8lO+++06/va6uPj4+yowZM/THOj09XXn77bf15eg8+Ll9+OGH+nTd+fPxxx8rPj4+Sr9+/Qze+507d5Q+ffooPj4+yscff6xPnz17drY66QwcOFDx8fFRzp49q69TQc/12rVrK6dOndKn79ixQ/8+2rRpo0REROjzPv30U8XHx0cZNWqUPi02NlYJDAxUqlevrmzdutWgnj///LP+e/ngudGmTRvFx8dHadasmXLx4kV9elhYmBIYGKj4+Pgoe/fu1afrzsuBAwdmOxa50e3j8OHD2fJSUlKUy5cvK3PmzFF8fHyUGjVqKKdPnzbYRnd8PvnkE/35qyiKcurUKaVBgwZKjRo1lMuXL2fb/sG2Ib/fP0W5f/7q2rHc0nft2pXts9D5/PPPs7Xnuu/L+PHjDb7X165d0x+rB+uem9za8Nu3byt16tRRfH19lfXr1xvkrVu3TvH19VXq1q2rREZGPnYfur5jyJAh2fI0Go0SExOj7Nq1S+nSpYvi4+OjvPbaawbb6L7rM2bMMPgupKamKq+++qri4+OjTJ06Ndt70u3zwe/J7t27FR8fH8Xf31+Jj4/Xp+s+2w8++EDfNmi1WmXBggX6sh5sm3TlNG7cWP+9VZSsPn7q1KmKj4+P8txzzxnUt7Dastw8+L5zEx4errRt21bx8fFRFi5cqE/XtY++vr4G3x1de5ff78+MGTMUHx8f5dVXX1VSU1P16WvXrtXXcfLkyfr0nNqEiIgIpU6dOoq/v7+yY8cOfXpGRoYyfvx4xcfHR5k5c6Y+XXfeX79+3eA9P5yu1WqV5557Tt/vPvh+Tp8+rW+zdu/ene34+Pj4KEuXLtV/rpmZmcrYsWMVHx8f5Y033sj1uAuRX3LnXYgipIvW+uCjod999x2KojB16lT8/Pz06dbW1kyfPh03Nze2bt2qv5q+c+dObty4QZs2bXjxxRdRqVT617Rt21Z/hfmXX37Jtv++ffvSrVs3/d+urq589NFHAKxatSrHOm/atOmR/x5+VL0orF27lokTJ+r/TZgwgZEjR9KiRQvWrFmDvb09n3zyif5O5JMco6CgIJydnYGsRzMfZdu2bURFRREYGMhrr71msJ9WrVoxatQoNBoNP/zwQ7bXtmnTBm9vbyBr7v6DrwWYPHkyJUqU0OfrPjcbGxsmTZqEhYUFACVKlKBZs2YABsveeHp60r59e1566SWDch0dHenevTtAjnePLS0tmT59usGdiAEDBmBtbU1MTIz+846KimLPnj04Ozsza9Ysg0CB7dq1o2vXrpQvX57r16+Tnp7Ojz/+iJWVFZ9++imlSpXSb+vm5qY/B7///vscjnL+jR071iDK+IMBIqdMmYKtra3+veqehslpaaDKlSvz7rvv6o+1lZUVM2bMwMXFhb179xIREZHtNUOGDNH/v1qtJi0tjdWrV6NWq5k3b57Be3d1dWX+/PlYWFiwatUqkpKSAOjVqxcAW7ZsMSg7PDyckydPUqVKFWrWrAk82bnep08fateurf+7Q4cO+iBQr7zyisGTLB07dsx2nNatW0dcXBzPP/88Xbp0MSh7wIABtGnThtDQ0Bzny44aNcrgaZNy5crpP4ucHvUviGHDhmVbBqt27dp069aN77//Hk9PT5YsWUKtWrX0rzl9+jRHjx7Fz8+Pt99+22Dua+3atXnttdfIyMhg+fLlj9x3Qb9/edGyZUtcXFw4cOBAtkeut2zZgoWFhX4fUVFR/P7777i7uzNz5kyD73XFihX1S3A9yXdvzZo1JCcn89xzz/Hcc88Z5PXt25fnnnuOpKQkVq9enecyjx49muPyq02aNOG1117TP9kwd+5cg9c5OTnRokULxo4da/BdsLGx0Qcaze24T5061eD72bZtW7y8vNBoNFy7dg3Iuqu8d+9e3NzceOedd/Rtg0qlYuzYsTkur6q7ezxp0iT99xay+vgPPviAihUrcv78eQ4fPpzttYXVlj3Kg33rxIkTeeuttxg0aBAdOnQgLCyMunXr5hjQsXbt2gbfHbVane/vT3p6OuvXr8fKyoqPPvoIGxsb/fb9+vWjTZs2eXoPv/32G8nJyfTr148OHTro0y0tLXnnnXfw9vbOcXrC4xw/fpzz589ToUIF3n//fYP3U6tWLf3357vvvsv2Wn9/f1566SX9eahWq/X9w+XLl/NdFyFyI4N3IYqQ7tF0XWOemZmpnwOWU1RkW1tbGjRoYLCdroNv3Lhxjvto0aIFkDW362EPDtx1atWqRenSpQkNDc1xjmpISMgj/wUGBj72fT+pkydPGlww2LJlCydOnMDNzY2hQ4eyceNGGjRooN/+SY7RgxdQHkc3D75z58455nft2tVgu7zux9raGn9/f4M03Y9KLy8vHBwcDPJKliwJZM1r1Zk+fTpLlizR/7iErEdKDx48qJ9zl1OsgwoVKugvXjxYHxcXFwD9o/m6Y9e0aVP9D8gHzZs3j3Xr1lGtWjWCg4NJSEigcuXKOQYxrFGjBq6urly7di3bfPKCqFOnjsHfurrb2dlRsWJFgzzdscvpWHTp0sXg+EHWd7J58+ZA9vPH1taWSpUqGaSdPXuW1NRU/P399RdrHuTt7U1AQABpaWn6+bjVq1fHx8eH8+fPc/36df22W7ZsQVEUevbsqU97knP9wYG7ju5YPXx+5nScdGXmFtH9Uft++DMC9OfGg9M/nkTTpk0JCgoiKCiIDh066L835cqV45tvvmHXrl20atXK4DW6ujZs2DDHi3e69/S4NcYL+v3LCysrK7p160ZGRgY7duzQp58+fZrQ0FCaNGmiP5bHjx8nMzOTgICAHB8NbtasGWq1mn/++SfHud15cezYMQA6deqUY/6j2sHcuLq66j+77t27U6NGDX3esGHD2LdvH3PmzNFf4NR54403+O677wyWNYuPj+fYsWP6mCE5HXc7O7scB96646iLPaN7D40bN862solKpcq2XKlGo+HEiROo1WqDQaWOpaWl/sJYXr4nBW3LHuXhC/I7d+7k+vXr1K9fn/fee4/ly5fn2MbndLzy+/05e/YsycnJ1KxZ0+DCiU5ep9fpyssplo6bmxu7du3KNap+Xspt165djqs9dO7cGQsLC06fPp3tuOfUvhZ2GycEyFJxQhQp3ZVf3Q+LuLg4fSP+uEGwbn6k7r8ff/wxH3/8ca7bR0ZGZkt7uLPX8fT0JCoqitu3b+uDOJmSjz/+OF/Lsz3JMcrPWra3b98GyPWY6damv3PnTr724+jomO2Hj+6CT37qFxISwurVqzlz5gzXr1/X39nVlaXkECRO9wPwYbofLrrlonSD7AfvzuZGd4c6JCQkxx98D7p16xbu7u6PLfNRHj5Guveb03t7+ImHB+mCNT1M9551n7+Oo6NjtvIed45A1nly6tQpg/J69uzJp59+yubNmxkzZgyQNadTpVIZzIcu7HM9t/Msp+Ok27eufvnZd06fxcPn2JN6eKm4hIQExowZw+HDh1m0aBH169fPdiFMd66uWLGCFStW5Fp2Tu/pYQX5/uVVz549WblyJZs3b6Z///5A1iAMDO/O6t7Pnj17HvndS0lJIT4+PscB1OPktR3Mz4W5nJaK27FjB+PHj2fVqlXUqFFD/4TKw0JDQ1m1ahX//PMP169f18eMedRxz+m7C/fPSd1rdO81t7Xude9VJy4ujoyMDFxcXLKdaw+/JqfjU1ht2aM8GNgwPx6+yAv5//7k93jmRnfsCjsCva5+udXDzs6OUqVKER0dTWxsrMFqNDm1r7qLeU9z2UVR/MngXYgipIsEq/sRpbvTYW1tnetdCx3dQELX6Ddq1OiRS7Hl9CMst8fAdT9MHr7LaK6K4hjl5HE/vnX1yGnZmUftpzDWc/7uu+/49NNPgawfwm3atKFKlSoEBARw8+ZNZsyYkePr8voDMD936XTHoWzZstSvX/+R2z58J60gCms97Ny+D7l9X3L6TPMyQHuwHdAJCgpi3rx5bN26lTFjxugDkQUGBhr8QH2Sc/1Jl0PS1btNmza5DkwAqlatmi2toAONJ+Ho6MjixYvp2bMn586dY9y4cXz77bcGddEdz4CAgFwvdsLj61/Q719e1apVi8qVK3Ps2DFu376Nm5sbf/zxB/b29gZ3eHXvp2rVqlSvXv2J9pmbvLaDD9+pzq+OHTsyadIkZs2axdSpU/Hy8jJ44gqyLnBNnjwZjUaDt7c3TZo0oXLlytSsWRNFUXj99ddzLDuv5+Pjtnu4TSjo91+nsNqyopDTscjv9+dxxzOv7//BlTcKU14+v8I6v4UoKNNtJYQoBvbt2wegj5js7OyMlZUVGo2G2bNn56nx192VDAoKol+/fvnaf1RUVI4/8HVXy/NyF9UcPMkxyg/dscxpugGgjyD84JzFpyE0NJR58+bh6OjI119/ne0Hbn4i+OZGd4xzi2x89uxZ/v33X+rVq6fftkyZMgV6dNFYcntv+fm+PO4cgfvniZubmz6tdOnSNGnShAMHDnDp0iW2bdsGYPDIPDy9cz0nHh4eXL9+nWHDhhVqFPii5OjoyJw5cxg6dCh//fUXq1ev5vnnn9fn645ns2bNeOuttwq0j6fx/YOsc2H+/Pns2LGDKlWqEB0dTc+ePQ0ej9e9n+rVqxfZd8/Dw4Nr164RHh5uEPldpzDbwaFDh7J3714OHjzI5MmT2bx5sz5OQ1JSEu+//z6KorBkyZJsj1wXxlrlujvEOcW7gOxP4+j6+Pj4eBITE3O8yGWsfqIo5Pf7k9/j+aj9Xrt2jcjIyBwvFm7cuBE7OztatWplMK/+cXTtd25xEhITE4mNjcXCwiLHJxGEeBpkzrsQRWTr1q1cvXqVMmXK0Lp1ayDrSm2dOnXQarX89ddf2V6jKApDhw5l4MCB+vmwDRs2BMh1+afly5cTFBTEkiVLsuXl9JpTp04RHR2Nn5/fEz+u/ChP807bkxyjguznjz/+yDFfN+B6GnEBHnTmzBm0Wi2NGjXKNnAA9HM/n+Sx3Xr16gFZS4XlNMdy6dKlTJ48mUuXLhEQEICtrS0XL17M8cdYVFQUnTp14sUXX9Q/WmwKdBfbHpScnMyBAwewsLDI04C1Zs2a2NnZERwcnONyUDdv3iQ4OBh7e3sCAgIM8nQD9b1797Jt2zZsbGyyxVd4Wud6Th6377lz59KrVy/Wrl1b4H0URbvRsGFD/aPmn3/+ucG0Ft17+uuvv3J8tHXnzp106dKFDz74INfyn8b3D7Iej1epVPrzA7Jf3NG9n2PHjuU4z/bs2bN07NiRN95447H1ye2z0O1j+/btOeYXZjuoUqmYMWMGtra2hIWFGZzXly9fJikpCR8fnxznShfGcW/cuDFqtZqDBw/m2FY9/F2wsrKibt26aLXaHC8eaDQa/fJyucWOMCf5/f7UrFmTkiVLcv78+RwH8Dm1wTnR9Uc5tUWJiYlMnTqVadOm5ftJBt372b17d45397dv346iKDRo0CBfT+0JUZjkzBOiCGzfvp1p06YBWWutP3iH/cUXXwRg5syZBAcH69O1Wi0LFizg6NGjhIWF6QNIde3aFXd3d3bu3MkPP/xg8EPkzJkzLFq0iEuXLuU4v/H777/n5MmT+r+jo6N57733DOpRVHRXu5OTk4t8vteTHKP86NKlCx4eHhw9epSvvvrKYD9//vkn3333HRYWFgwaNOiJ9pNfukekT58+bbAaQEZGBgsWLNBfKHowwF1+VahQgebNmxMTE8PMmTMNftjs3buXP/74A1dXV5o1a4a9vT39+/cnOTmZt99+26BOSUlJTJkyhevXr1OiRIlCeWy+sBw9etRg3mZ6ejrTpk0jLi6Onj176oNHPYqdnR39+/dHq9UyYcIEYmNj9XmxsbGMHz8erVZLnz59sgWF6tixI/b29qxatYpr167Rrl27bHfunta5npMBAwZgb2/PypUrs0XG37NnD8uXL+fixYvZLkrkh67dSExMfKK6PmzChAm4urqSkJDAJ598ok9v1KgR1atX5/z588ydO9fgwtSNGzf46KOPuHr1arbAhA8q6PdP914TEhLy9B7Kli1LYGAgR44cYdeuXXh4eNCkSRODbby9vWnXrh2RkZFMnTrV4DjGxMQwdepUbty4gaen52MvlOTWhvfv3x97e3s2bNjAhg0bDF7z66+/snHjRuzt7bNFoi8ob29vXn31VSDrKYYrV64A94/7tWvXuHr1qn57RVFYvXq1/iLSk7R7bm5udOvWjfj4eKZOnWpwfixbtkwfWPZBL7zwApB1Mev8+fP69IyMDD788ENu3ryJn5/fY6cUmYP8fn+srKx4/vnnyczMZNKkSQbn5/bt2/VxHB6nX79+2NjYsHr1av1FGshqsz/88EMyMjLo1q2bflpDXr9rgYGB+Pv7c+PGDWbOnKkPOgxw7tw5/WoHD64yIsTTJo/NC1FAd+/eZeLEifq/tVotCQkJhISEEBUVhYWFBdOmTcsWcbZ9+/YMHz6cpUuX0q9fP2rUqIGHhwcXL14kNDQUOzs7Fi1apB/w6/4eNWoUn3zyCStXrsTX15e4uDhOnDiBoii88MILOd55KFmyJIMHDyYwMBB7e3sOHz5MUlISvXr1KrQfVrkpVaoUJUuW5N69ewwcOJDy5csX2WOcT3KM8rufhQsXMmrUKBYsWMBvv/2Gn58fUVFRnDx5EgsLC6ZOnWqwnM7ToPvBERwcTKdOnfR3/86cOUNMTAzVqlXj8uXLOQbSy49Zs2YxePBg1q5dy99//01AQAC3b9/m5MmTWFpa8vnnn+sfaZ0wYQIXLlzg8OHDdOjQgYCAAOzs7Dh58iRxcXFUrFjxiecBF7YyZcrw0UcfsX79ery9vTlz5gy3bt2ievXqTJo0Kc/ljB8/nuDgYI4dO0b79u31dyCPHj1KUlISjRo1Mmg7dOzs7OjYsSO//fYbkP2uqm6bp3Gu56R06dLMmTOH8ePHM378eJYsWULlypW5desW586dA+Ddd999ornWXl5eWFhYcOnSJV544QV8fX159913n7juTk5OTJo0icmTJ7Np0yb69u1L48aNUalUzJ8/nxdeeIEffviBLVu2UKNGDVJTUzl+/DgZGRl06tTpkT/WC/r9q1ChApcuXWLYsGFUrFiROXPm5Bgh/kE9e/bkyJEjxMTEMHz48Bzv/s2cOZMbN26wZcsWDhw4QEBAACqViuPHj5OcnEy9evXy9Ihzbm34g+fBlClTWLZsGZUqVeLatWtcvHgROzs75s6dW6jBUIcPH87GjRu5evUqH374IStWrKB8+fK0bduWPXv20KtXLwIDA7GxsSE4OJiIiAiqVq3KlStXnrjde/fddwkJCWHbtm2cPHmS2rVrExoaSnBwMHXr1jW4QA7Z+/j69evj4uLC6dOniYyMpFy5csyfP79Y3LktyPfntdde48SJExw9epT27dvTsGFD7ty5w4kTJ3I8njnx8vJixowZvPvuu7z88svUqVMHd3d3zp07R0REBD4+Prz99tv67StUqMDVq1d58803qVGjBm+//XaOq4GoVCo+//xzXnjhBX7++Wf27dtH7dq1iYuL06/kMHLkSP2KAUIYg/m3HEIYSXJyssFyK1u3buX48eM4OTkxePBgNm3alOsPvsmTJ/PVV1/RuHFjrl+/zv79+1Gr1fTt25eNGzfqHwnTqVevHr/99hsDBw5EURT+/PNPbt68SaNGjViyZEmuP24/+OADhg8fzr///svBgwepXLkyH3/8MXPmzCn04/EwtVrNZ599RpUqVQgODubAgQP6KMBFoaDHqCD72bBhA/379yctLY3du3cTHh5O165d+fnnnxk8eHCh7Cc/LCwsWLZsGS+++CKlSpXi77//5vjx43h7e/Phhx+yYcMGSpYsyZkzZ57oh2yZMmX49ddfGTFiBFZWVuzZs4d///2XNm3asHr1aoPly2xtbVm6dClTp06lcuXKnDlzhiNHjuDh4cEbb7zBunXrTG7OZ69evfjoo49IS0tj79692NjYMGbMGH766ac83XXX0b33d955h4oVK3L48GGOHTtGtWrVmDFjBsuWLctxKSZdHSBr4KRbou5hT+tcz0nHjh359ddf6dGjBwkJCezbt487d+7Qpk0bli9frr/rWFCurq7MmjULLy8v/vnnH/bu3VtINc86trpHlT/88EP9XcJKlSrx22+/MWLECOzt7Tlw4AAXL16kZs2afPzxx3z++eePDO5Z0O/frFmzqFGjBtevX+fo0aM5TrN4WKdOnfQXyHK6uANZx3Dt2rW8+eabeHh4cOzYMU6dOkWlSpV49913+eGHH/RlPMqj2vCOHTvyyy+/0L17d2JiYti1axf37t2jb9++/Prrrzkuk/YkdGukQ9ZFMN0Frvnz5zN27Fi8vLw4evQoBw8exNnZmQkTJrB+/Xp8fHy4ffu2/uJSQZQqVYpVq1YxatQorKys2Lt3L+np6cyaNUs/HeNhkydP5ssvv6RRo0ZcvHiRffv2UaJECV599VU2bNhA5cqVC1wfU5Pf74+NjQ3ff/89EyZMwMXFhf379xMdHc3EiRN5880387zfXr16sWrVKtq1a8e1a9fYs2cPKpWK4cOHs2rVKoNz/N133yUwMJA7d+5w8OBBgyc1cno/GzZs4KWXXsLa2po9e/Zw5coVWrRowdKlS3O88CrE06RSnnQSlhDC5AwdOpSjR4/yww8/mE1gKSGM5YsvvmDx4sW88sorBQ5aJoQQQghR1OTOuxBCCCGEEEIIYeJk8C6EEEIIIYQQQpg4GbwLIYQQQgghhBAmzuTmvA8cODDHSJN+fn5s3LgxW3pCQgLdu3enfPnyBkv8CCGEEEIIIYQQxYXJLRV36dIlWrduTdeuXQ3SnZ2dc9x+9uzZREZGUr58+adQOyGEEEIIIYQQ4ukzqcF7eHg4SUlJtG7dOtclUB60d+9eNmzYgJWV1VOonRBCCCGEEEIIYRwmNXi/dOkSAFWqVHnstvHx8UybNo0hQ4awbdu2J973yZMnURRFLgQIIYQQQgghhHgqMjIyUKlU1K1b97HbmlTAusuXLwNQtWpVAJKSknLddsaMGdja2jJhwoRC2beiKJjY9H8hhBBCCCGEEMVYfsahJnXnPSQkBBsbGxYuXMjmzZtJTEzEw8ODkSNHMmzYMP12O3bsYMuWLSxfvhw7O7tC2bfujntAQEChlFeU0tLSCA0NxdvbGxsbG2NXRwghxDNO+iUhhBCmxlz6prNnz+Z5W5MavF++fJm0tDSioqKYPXs2KSkprFu3jlmzZhEXF8fYsWOJjY3lgw8+4PnnnycwMDBf5bdr1y7XvMmTJ+Pp6UlaWppBulqtxsrKCq1WS0ZGRrbX6U6E9PT0bFdMLC0tsbCwIDMzE41GY5CnUqmwtrZGURTS09OzlWttbY1KpSIjIwOtVmuQl5mZqf/vw/XVlQtky4OsixRqtTrHci0sLLC0tHzse31UuRqNRl8/ncI4ho8q93HHsKCfzePea36PYV7LLU7HsCDnt+4YPs3PBh59DIv6sylux/BZOb8f916fpTYiIyMjW59UXM9vaSOkjXiwXGkj5HeEjrQRhu/VFNqItLQ0gzqY2vmtq6OiKKhUqmzl58SkBu8DBgwgMzPT4C57jx49GDRoEN988w2DBg3io48+ws7OjokTJxb6/rVaLaGhoQZpjo6OlC5dmszMzGx5cP8R/9u3b5OammqQV7p0aRwdHUlMTCQ6Otogz97enrJly6IoSo7lVqpUCQsLC+7cuZNt+oCTkxMAqampxMbGGuTZ2Njg7e0NQFhYWLYTqXz58lhbW3P37l3u3btnkOfi4oKrqytpaWmEh4cb5FlaWlKxYkUAbt26le0kLFeuHHZ2dsTHx3P37l2DvJIlS+Lh4YFGo8n2XlUqlT7GQVRUVLYva5kyZXBwcCAxMZE7d+4Y5JUoUQJPT88cPzeAypUro1KpuHPnDsnJyQZ57u7uODk5kZycTFRUlEGera0tXl5eADmWW6FCBdRqNbGxsSQkJBjklSpVilKlSpGamkpERIRBnpWVFRUqVAAgIiIiWwPh5eWFra0tcXFxxMXFGeQ5OTnh7u5ORkZGtjqp1WoqV64MQGRkZLbGxdPTkxIlSpCQkEBMTIxBnoODA2XKlMn1/NZ9NtHR0aSkpBjkeXh4ULJkSZKSkrh9+7ZBnp2dHeXKlQNyPoYVK1bE0tKSmJgYEhMTDfJcXV1xcXEhNTWVW7duGeRZW1vrV5YIDw/P1inorqzGxcURHx9vkOfs7Iybmxvp6emEhYUZ5FlYWFCpUiUg6/x+uEMpW7Ys9vb23Lt3L9t3zhTbCDc3N5ydnUlJSSEyMtIgT9qI+6SNyFIYbURMTAypqalERkaiVmfNyJM2Iou0EVmkjbjvWWwj5HeEtBHw9NsIrVZrcN6Zahuh0WjyHHfN5NZ5z8n69et55513mD9/Pm+99RYLFy40uOuuW+f9yy+/xM7OrkCP0useV/Dx8TFIN8WrYZmZmURERFC2bFksLCxyLBdM/2rYw+Wa6tWw3N6rXDEvnld75Yq5tBEPlittRN6OYWJiIuHh4Xh6eur3VVzPb2kjpI14sFxpI+R3hI60EYbv1RTaiLS0NCIjI6lQoQI2NjYmd37r6hgSEoJKpcrT9G2zGLzv37+fUaNGUbZs2WxXIR82ZswY3njjjXzvQzd4lznvQgghRP5IvySEEMLUmEvflJ9xqMk8Nh8REcHIkSPp2LEjb775pkHe1atXAZgzZ062KxcA48aNo0yZMkyZMkX/GEdxZm1tTcWKFbPddRdCCCGMQfolIYQQpqY49k0mM3j39PQkPj6edevW8eKLL+rndcfHx7Ns2TLKlStHvXr1sLTMXmUrKyucnJxo2rTp0662UahUqhyPgxBCCGEM0i8JIYQwNcWxbzKZdd5VKhXTp08nOjqa/v37s2zZMr755ht69+5NTEwMs2bNKnYHv6AyMjKIjIzMca6IEEII8bRJvySEEMLUFMe+yWQG7wAdOnTgq6++wsXFhc8//5yvv/6aihUr8tNPP9GkSRNjV89kaLVaEhMTswWBEEIIIYxB+iUhhBCmpjj2TSZ3K7tt27a0bds2X685cOBAEdVGCCGEEEIIIYQwPpO68y6EEEIIIYQQQojsZPAuhBBCCCGEEEKYOBm8myELCwtcXV2L1bIHQgghzJf0S0IIIUxNceybTG7Ou3g8S0tLXFxcjF0NIYQQApB+SQghhOkpjn2TDN7NSGpGJlvP3mL7+UhiE1Mp5WBLpxpl6Brgia1V8bmiJIQQwrxkZmaSmpqKra1tsbrDIYQQ5kg3ZthxPoq45HSc7a3pWKP0MzdmyK1vUhQFlUplxJoVnEpRFMXYlTAFZ8+eBSAgIMDINcnZzuAoJqw7xb0UDWoVaBX0/y1pZ8nn/erQ3r+0sasphBDiGZSWlkZoaCje3t7Y2NgYuzpCCPHMMqUxw5QpU9iwYUOu+W5ubkW6alhOfdPu3bvZvn07c+fOLXC5wcHB9OvXj+3bt+Pl5fXE9czPOFTuvJuBncFRjFpxHP67zKJ96L8JKRpGrjjON0Mb0EEG8EIIIYQQQjxzTHHM4O7uzuLFi3PMs7Kyeip1eNCyZcue6PWXLl1i1KhRaDSawqlQPsng3cSlZmQyYd0pUPTfw2wUQKXAxHWnOPJu+2fqcRghhBBCCCGedaY6ZrC2tqZOnTpFvp+ilp6ezsqVK1m0aJFRnzCTaPMmbuvZW9xL0eT6JdRRgPgUDdvO3Xoa1RJCCCGEEEKYCHMdM3z99dfUrFmT+Ph4g/Rly5ZRo0YNYmJiAIiIiGD8+PEEBgZSu3ZtXnjhBYKDg/Xbh4WF4evry7Zt2xg7dix169alefPmLFq0iOTkZACGDh3K0aNHOXr0KL6+vhw5ciTP9fzzzz9ZvHgxo0ePZuLEiYXwzgtG7rybuB3no/TzVB5HrYLt56J4ru6Tz70QQggh8kqlUmFtbW22AYCEEMLUbDlzi893hpCUlpmn7e8mp+er/Cm/nmXOtpA8bVvCxoIJHX3pGuCZr33o5PaIuYWFBUFBQSxYsIAdO3bQr18/fd6WLVto3rw5rq6uxMbGMnDgQOzs7Jg2bRp2dnb8+OOPDB48mF9++YUqVaroXzd9+nT69OnDl19+ycmTJ1m0aBFeXl5MmjSJ6dOn8/bbb+u3q1q1ap7fQ0BAAHv27MHZ2Zn169cX6DgUBhm8m7i45PQ8Ddwha4Afl5K/L64QQgjxpKytrSlfvryxqyGEEMXGN3/+y7/RSUVWfppGS+S91Dxv/78/rxZo8B4eHk6NGjVyzJs0aRIjRoygYcOGbN68WT94v3nzJmfOnGH+/PkA/Pjjj8TFxbF69WrKlSsHQMuWLenatSsLFy5k0aJF+jJbtWrF5MmTAWjSpAmHDx/mr7/+YtKkSVStWhUHBweAfD/KX7q0acQVk8G7iXO2t87XnXdnO+uir5QQQgghhBCiyIxuVYV5O/J35z1No81z+TaWalzs8zZuKGFjweiWlfNc9oPc3d356quvcszz9My6GNCjRw+mT59OdHQ07u7ubNmyBQcHB9q2bQvAoUOHqF69OqVLl9bfxVer1bRs2ZLff//doMyHB+VlypQhPDy8QHU3RTJ4N3Eda5Tmj/ORedpWq4C7o41Zr10ohBDC/KSlpREeHk65cuVkqTghhCgEXQM883Wne/2JMMavPZ3n7T/pE/BUptpaW1s/dgm0zp07M3PmTLZt28awYcPYsmULnTp1wtbWFoC4uDhu3LiR6x38lJQU/f/b2dnp/z8tLY2kpCS02rxf1DB1Mng3cV0DPPlg03kS8hCAAmDF4RtcuHWP94P8qeXlXNTVE0IIIQCK1Y8jIYQwN3kdM6jIWu+9S82CzV8vCo6OjrRt25Zt27bRuHFjLl++zLRp0wzyAwMDmTRpUo6vt7bO/QkCRcnj/GMzIdHmTZytlQWf96sDqqwvW04eTj9+4y49lxzg7XWnuZ2Q97ksQgghhBBCCPOT5zGDCub1q2NyS0v37NmTU6dOsXr1asqWLUtgYKA+LzAwkGvXrlGpUiUCAgL0/zZu3Mgvv/yChUXe34tabd7DX/Ou/TOivX9pvhnagJJ2WQ9KqP/7Rur+W9LOku+GNeCHlxpS2b0EAIoC6/4Jo82n+/hy3xVSM/I2X0YIIYQQQghhfvIyZvh2aAPa+z+94Gvp6emcOnUq13+6R95btGiBs7Mza9asISgoyGAK8IsvvohWq+XFF19k69atHDp0iGnTprFixQoqVaqUr/qULFmSa9eucejQoWzL05kDeWzeTHTwL82Rd9uz7dwttp2JICoukdLODnSpVZYuNT31V8+aV3VjxaEbLNh1iXupGpLSM5n7Rwirj95katfqdKpRRubDCyGEEEIIUQw9OGbYfi6KuJR0nO2s6VSztMGY4WmJjo5mwIABueb/9ttvVK9eHUtLS7p168aKFSvo0aOHwTalS5fm559/Zt68eXzwwQekpaVRsWJFZs2aRd++ffNVn8GDB3Pu3DlGjhzJxx9/TFBQUIHel7GolOI2EaCAzp49C/DYgAqmQKvVkpGRgZWVVa6PfsQmpfP5zhBWHblpEKm+ceVSvN+9Bv5lSz6l2gohhCju8tIvCSGEEE+TufRN+RmHyuD9P+Y0eM+Pi5H3mLk5mANXYvRpahUMaFieiR19cHWQqMBCCCGEEEKIZ4tWq81TsFVLy6J9WF0G7wVgToP3jIwM4uLicHZ2xsrK6rHbK4rCzuAoZm29wI2YZH26o60lb7arxrAmFbG2NN2rUUIIIUxbfvslIYQQoqg9rm+aMmUKGzZseGw5ISEhRVE9PRm8F4A5Dd7T0tIIDQ3F29s7X+vppmky+eHAdRbvuUJimkafXtmtBFO7Vaetn4fMhxdCCJFvBe2XhBBCiKLyuL4pLCyMu3fvPracoh4f5mccKgHrniE2lha80qoKfep58dn2ENb+E4qiwNU7SYz48Tgtqrnxfnd/qpV2NHZVhRBCCCGEEKLIeHl54eXlZexq5Is8K/0Mcne0YU7fWmwa05zAiqX06X9dvkPnhX/xwe/niUtON2INhRBCCCGEEEI8SAbvz7Ca5ZxYM7oxS56vRzlnOwAytQrLDl6n9Wf7+PHgdTSZjw/iIIQQQgghhBCiaMng3QxZWFjg7OyMhcWTr9OoUqnoVsuT3RNaMaGDD3b/rf0Yl5zB9N/P02XhX/x5KfqJ9yOEEKL4Ksx+SQghhCgMxbFvkoB1/zGngHVFKTI+lbl/XGT9yXCD9HZ+HkztVp3K7g5GqpkQQgghhBBCFC/5GYfKnXczpNVqSU1NzdO6hPlVxsmWzwfUYcNrTalb3lmfvvvibTot+JOPNgcTn5JR6PsVQghhvoqyXxJCCCEKojj2TXLn/T/mdOf9aS3Jo9Uq/H46gk+2XSTyXqo+3bWENRM6+jKgoTcWallaTgghnnWyVJwQQhhZXCgkx+R9e3tXcPYuuvqYgNz6JkVRTGp5bFkqThQKtVpFr7rl6FijNF/vv8r/9v9LmkZLTFI67244y4rDN3i/uz9Nqrgau6pCCCGEEEI8m+JCYXF90KTl/TWWNjDmnyIdwE+ZMoUNGzbkmu/m5saBAweKbP852b17N9u3b2fu3Ln5el16ejpLly7lt99+IzIyktKlSxMUFMSoUaOwtrYuotpmJ4N38Vj21paM7+BD/wZefLLtIpvP3ALgwq17DPr2MJ1rlOHdrtUp72pv5JoKIYQQQgjxjEmOyd/AHbK2T44p8rvv7u7uLF68OMc8KyurIt13TpYtW1ag13300Uf8/vvvvPbaawQEBHD27FmWLFlCREQEs2fPLtxKPoIM3kWeebnYs/j5erzQNJYZm4I5Gx4PwB/nI9lz8TYjWlTi9TZVcbCR00oIIYQQQohnnbW1NXXq1DF2NZ7I3bt3Wbt2LRMnTuTll18GoEmTJgDMmzePiRMnUqpUqadSFwlYZ6aMueRBw4ql2Ph6M+b2rYWbQ9b8kfRMLV/t+5c2n+1j3fFQtFoJpSCEEM+S4rQUjxBCiKfj66+/pmbNmsTHxxukL1u2jBo1ahATkzWPPyIigvHjxxMYGEjt2rV54YUXCA4O1m8fFhaGr68v27ZtY+zYsdStW5fmzZvzxRdfkJycDMDQoUM5evQoR48exdfXlyNHjuSpjomJiQwcOJC2bdsapFeuXBmA0NDQAr///JLBuxmysbGhUqVKRg0KpFar6N/Am31vt+bV1lWwtsg6laIT0nj7lzP0+vIAx6/HGq1+Qgghnh5T6JeEEEKYJo1Gk+M/RVEICgpCo9GwY8cOg9ds2bKF5s2b4+rqSmxsLAMHDuT8+fNMmzaNefPmodVqGTx4MP/++6/B66ZPn065cuX48ssvefnll9m+fTtLly7V5/n7++Pv78+aNWuoUaNGnurv7e3NBx98oB+s6+zevRsrKysqVqxY8IOTT/J8s3giDjaWTO7sx6CG5Zm1NZjt56MAOBMWT9+vDxFUuyxTuvhRztnOyDUVQgghhBDCTJzfAHtnQ1ri47fNTC/YPlb2AYs8BFuzcYA2U6FGr3zvIjw8PNdB8qRJkxgxYgQNGzZk8+bN9OvXD4CbN29y5swZ5s+fD8CPP/5IXFwcq1evply5cgC0bNmSrl27snDhQhYtWqQvs1WrVkyePBnIerT9wIED7Nu3jwkTJlC1alUcHBwAnvhR/p07d7JhwwaGDBmCk5PTE5WVHzJ4N0Pp6encunULT0/Ppxrd8FHKu9rzv6ENOPjvHWZsCuZiZAIAm05HsDM4klEtq/BKq8rYW8spJ4QQxY0p9ktCCGHWDiyCO5eKdh/Jd/K2XQJwcFGBBu/u7u589dVXOeZ5enoC0KNHD6ZPn050dDTu7u5s2bIFBwcH/WPqhw4donr16pQuXRqNRgOAWq2mZcuW/P777wZlPjgoT09Px9HRkbCwsHzX+1F27NjBhAkTqF+/Pm+//Xahlv04MpIyQ4qikJGRgaKY3rzyplXc2DK2BT8fu8m8HZeITUonNUPLot2XWXc8lMmd/ehZp6xJra0ohBDiyZhyvySEEGap2Zuwd1be77zndSD+IHu3vN95bzo2/+WTFbDuceuXd+7cmZkzZ7Jt2zaGDRvGli1b6NSpE7a2tgDExcVx48aNXO/gp6Sk6P/fzu7+076Kouj/FZZly5YxZ84cAgMDWbJkyVOfLiaDd1HoLNQqBjeqQPdaZfli92WWHbyORqtwKz6VcWtOsfzQdaYH1aC2t7OxqyqEEEIIIYTpqdEr73e6I07BN63yv48hv0LZOvl/XSFzdHSkbdu2bNu2jcaNG3P58mWmTZtmkB8YGMikSZNyfP3TeOJLURRmzZrFihUr6N69Ox9//LFRnjSTgHWiyDjZWfFed3+2v9WStn4e+vQTN+PoueQA49eeIupeqhFrKIQQQgghhDC2nj17curUKVavXk3ZsmUJDAzU5wUGBnLt2jUqVapEQECA/t/GjRv55Zdf8rXaiVpdsOHv559/zooVK3jppZf47LPPjDZFTO68iyJXxd2BpS82ZP+laGZuDubK7azHf9afCOePc5G81roKL7eojK2VLDMkhBBCCCFEcZGens6pU6dyzff19cXOzo4WLVrg7OzMmjVrePnllw2m2L744ots3LiRF198keHDh+Pi4sLWrVtZu3Yt77zzTr7qU7JkSU6ePMmhQ4fw9/fPU7C5Cxcu8O233xIQEEDnzp05ffq0Qf6DgfCKmgzezZCVlRVly5bFysrK2FXJl1Y+7jR9swU/Hb7B/F2XiU/JIDk9k892XGL10VCmdqtOl5plZD68EEKYGXPtl4QQQhSt6OhoBgwYkGv+b7/9RvXq1bG0tKRbt26sWLGCHj16GGxTunRpfv75Z+bNm8cHH3xAWloaFStWZNasWfTt2zfXsq2srLC3tzdIGzx4MOfOnWPkyJF8/PHHBAUFPfY97NixA0VROHv2bI7vZfny5TRq1Oix5RQGlSLRZQA4e/YswGMDKojCcTcpnQW7LrHyyE0ytfdPwcBKpXi/uz81yz29JReEEEIIIYQwW3GhsLg+aNLy/hpLGxjzDzh7F129RJ7kZxwqg/f/mNPgXaPRcO/ePUqWLImlpXk/PHEpKoGZm4P56/L9CJkqFQxo4M2Ejr64Oz7dCI5CCCHyrzj1S0IIYZbiQiE5Ju/b27sW+4H74/omrVaLVqt9bDlF3a/lZxwqPawZyszMJDY2lhIlSpj9jySf0o4sHx7I7gu3mbX1AtfuJKEo8POxUDafucXYdlV5sWklrC0ltqIQQpiq4tQvCSGEWXL2LvaD8fx6XN/07rvvsmHDhseWExISUhTVKxDpYYXRqVQq2vuXpqWPOz8evM6i3ZdJSNOQmKZh9taLrDpyk6nd/Glf3UPmwwshhBBCCCGe2JgxYxg8eLCxq5EvMngXJsPaUs3IlpV5rl455u24xM/HbqIocD0mmZHLj9O8qhvTuvvjW8bR2FUVQgghhBBCmDEvLy+8vLyMXY18KfDgPSoqikOHDnHz5k1iYmKwsLDA3d0dLy8vmjVrRqlSpQqznuIZ4uZgw8e9AxjSuDwzNgVz5FosAH9fuUOXhX8yuFEF3urgQ6kSxllfUQghhBBCCCGetnwN3hVF4Y8//mDp0qWcO3dOn/YwCwsL6tSpw5AhQ+jSpUvh1FToqdVqHB0dUauL9zzwGmWd+HlUY/44F8msrRcIu5uCVoEVh2+w8VQ449r7MLRJBawsivdxEEIIU/es9EtCCCHMR3Hsm/Icbf7YsWO899573LhxA19fX5o1a0b16tWpUKECjo6OaLVaYmNjCQ8P559//uHo0aPcuHGDKlWqMHXqVJo2bVrU7+WJmFO0+WdRakYm3/99jSV7r5CcnqlPr+Jegmnd/Wnt62HE2gkhhBBCCCFE/hX6UnEzZszgl19+oU+fPgwZMoQqVarkqSL//PMPa9asYevWrfTv35/3338/T68zBnMavGu1WjIzM7GwsChWV5Ly4va9VOZuD+GXf8IM0tv4uvNed3+quDsYqWZCCPHsepb7JSGEEKbJXPqm/IxD8/Qu7ty5w5YtW5g+fXqeB+4A9evXZ+7cuWzcuJHIyMg8v048WkZGBjdu3CAjI8PYVXnqPEra8lm/2vw+phn1K7jo0/eGRNNp/p/M2BRMfPKzd1yEEMKYnuV+SQghhGkqjn1Tnh+bL+7M6c57WloaoaGheHt7Y2NjY+zqGI2iKGw6c4uPt17gVnyqPt3F3orxHX0Z1NAbS5kPL4QQRU76JSGEEKbGXPqmQr/zLoQpUqlU9Khdlj0TWjOufTVsrbJO57vJGUz77RzdFv3NgSt3jFxLIYQQQgghhHhyhbLOe3h4OFu2bCEyMpIyZcrQtWtXs1szT5gvO2sLxrX3oX8Db+b8cZGNpyIACIlKYPB3R+joX5qp3apTwbWEkWsqhBBCCCGEEAXzxIP3o0ePMnLkSAAcHR2Ji4vjyy+/5Ouvv6Zx48ZPXEEh8qqssx0LB9ZlWJMKfLgpmDNh8QDsCI5iX0g0LzWvyJg2VXG0tTJyTYUQQgghhBAif554zvuAAQOoU6cOb7/9NpaWliQkJDBu3DhiY2PZsGFDYdWzyJnTnHfxeFqtwvqT4cz94yK3E9L06W4ONrzdyYe+9b2xUKuMWEMhhBBCCCHEs67Q57xv2bIl17ybN2/SvXt3LC2zbuI7OjrSrl07bt68mZeihSgSarWKvvW92DuxNa+3qYK1Zdapficxjcm/nqXH4r85ei3WyLUUQgghhBBCiLzJ0+B92rRp9O7dm0OHDmXLq169OvPnz+fEiRPcuHGDv//+m+XLl1OzZs1Cr6zIkp6eTlhYGOnp6cauiskrYWPJ25382D2+FV0DyujTz0fco///DvH6qhOE3U02Yg2FEML8Sb8khBDC1BTHvilPg/ddu3ZRu3ZtRo4cyYgRI7h48aI+b/r06YSFhTF48GA6d+7Myy+/jKIoTJ8+vcgq/axTFIXU1FRklb+88y5lz5eD6/PzqMZU9yypT99y5hbt5u1n3o4QktM1RqyhEEKYL+mXhBBCmJri2Dfla8779evX+fzzz9m9ezddunThrbfeoly5cmRmZnLy5Elu375NmTJlqFWrlv4xenNhTnPezWXNQlOVqVVYezyUz7aHEJN0/0pc6ZI2TO7sR6865VDLfHghhMgz6ZeEEEKYGnPpm4psnfeKFSuyaNEiVq1aRWRkJJ07d2b27NkkJCTQoEEDunbtSr169cxu4C6eLRZqFYMCy7P37daMalkZK4usgXrUvTTGrz1N768OcuLmXSPXUgghhBBCCCHuy9fgXad27dqsXLmSRYsWcejQIdq3b89XX31FampqYddPiCJT0taKd7tWZ8dbrWhfvbQ+/VRoHL2/PMhba04RGS/ntBBCCCGEEML48vzYfFRUFJs2bSIiIoJSpUrRsmVLatWqhVar5ddff2Xx4sVotVrGjBlDv379UKsLdF3AaMzpsfnMzEySk5Oxt7fHwsLC2NUpNv66HM3MzcFcikrUp9lZWfBq6yqMalkZWys51kIIkRPpl4QQQpgac+mb8jMOzdPg/fDhw7zyyitoNBpcXFxISEggLS2Nt956i1GjRgFZcwqWLVvGd999h6urK+PHj6djx45P+FaeHnMavIuio8nUsuroTT7feYm45Ax9ejlnO6Z08aN7LU9UKpkPL4QQQgghhHhyhT54f+6553B1dWXBggU4ODig1Wr5+uuv+fLLL/nrr79wcXHRbxsXF8eXX37Jzz//zJkzZ57gbTxdJjt4jwuF5BiDpEyt9v5VpIefcLB3BWfvp1jB4ikuOZ0Fuy6z4vANMrX3vyINK7rwfvcaBHg5GbF2QghhWjIzM0lMTMTBwcGk724IIYR4dphL31Tog/fatWszZcoUBg0apE8LDQ2lQ4cOrF27llq1amV7TVhYGF5eXvmpt1GZ5OA9LhQW1wdNWt5fY2kDY/6RAXwhuXI7gZmbL7D/UrQ+TaWCfvW9mNjJFw9HWyPWTgghTIO5RPQVQgjx7DCXvik/49A8hYX38fHhxx9/xMvLi/LlyxMfH8+3335LiRIlqFKlSo6vKejAfeDAgZw8eTJbup+fHxs3bgSylqybP38+hw8fJikpCS8vLwYOHMgLL7xQvB5pTo7J38AdsrZPjpHBeyGp6uHIj8MD2XvxNjO3BHM1OglFgbXHw9h6NpLX21RlePOK2Fia7tU8IYQQQgghhPnL0+D9o48+4s0332TkyJGoVCoURcHJyYk5c+ZQokSJQq3QpUuXaN26NV27djVId3Z2BiAmJobnn3+ejIwMhgwZgru7O/v37+fjjz8mLCyM9957r1DrIwRAGz8PmlV1Y/mh6yzcfZmEVA2JaRrm/HGR1Udv8m7X6nSqUbp4XTwSQgghhBBCmIw8Dd59fX3Ztm0bp06d4tatW7i5ueHv74+Dg0OhViY8PJykpCRat25Nz549c9xm8eLF3L17l19//RV/f38Ann/+ed566y1WrlzJsGHDKF++fKHWSwgAa0s1L7eozHN1y/H5zkusPnoTrQI3Y5N5ZeU/NKnsyvtB/lT3LGnsqgohhBBCCCGKmTyv56ZSqahbty5du3YlMDCw0AfukHXXHcj1UXzIinzv7++vH7jrdOvWDUVROHHiRKHXS4gHuTrYMOu5ALaMbUHTKq769ENXY+i26C/e3XCWmMR8TncQQggzplKpsLe3l6ePhBBCmIzi2DflafC+fPlyMjMzC7yTjIwMli5d+tjtLl++DEDVqlUBSEpKyrbN0qVL+eyzz7Kl3717FwBLyzw9TCDEE6vuWZKfXm7E/4bWp3wpewC0Cqw6cpPWn+3ju7+ukq7RGrmWQghR9KytrSlbtizW1tbGrooQQggBFM++KU+D9w0bNtC9e3e2bt2ar0F8amoqv/zyC126dOH3339/7PYhISHY2NiwcOFC6tevT7169WjRogXLly/Xb+Pp6UmlSpUMXqfValm5ciVqtZp69erluX5CPCmVSkWnGmXYOb4lU7r4UcI6K3BdQqqGj7ZcoPOCP9lzMYo8LOoghBBmS1EUtFqttHVCCCFMRnHsm/J0m/qXX37h66+/ZvLkycyePZsuXbrQrFkz/Pz8KFOmjH47RVGIiIjgxIkTHD58mO3bt5Oens7w4cN5/fXXH7ufy5cvk5aWRlRUFLNnzyYlJYV169Yxa9Ys4uLiGDt2bI6v+/zzz7l48SK9evWibNmyuZbfrl27XPMmT56Mp6cnaWmGjzur1WqsrKzQarVkZGRke51u2YH09PRsJ4alpSUWFhZkZmai0WgM8lQqFdbW1iiKQnp6erZyra2tedIHPB5+LwBWVlao1WoyMjLQag3vCltYWGBpafnY9/qocjUaTbYLPIVxDB9V7iOPoUpV4M/mce/14WP4UmMvetYqw/zdV1j3TxiKAlfvJDF82XGaV3Xl3S4++Jcr9dhyi9MxfFy5jzoPC/OzebDcghzDov5sitsxfFbO78e91/wew7yWa4rHMCkpifDwcDw9PfX7Kq7nt7QR0kY8WK60EfI7QkfaCMP3agptRFpaGpGRkVSoUAEbGxuTO791dVQUJc+P9udp8G5hYcHrr79Ojx49WLp0KevWrWPlypVA1oF0cHAgMzOThIQEFEVBURRsbW157rnnGD16tMEA/1EGDBhAZmYmw4YN06f16NGDQYMG8c033zBo0CDc3d0NXvO///2Pb7/9lipVqjxxpHmtVktoaKhBmqOjI6VLlyYzMzNbHtx/xP/27dukpqYa5JUuXRpHR0cSExOJjo42yLO3t6ds2bIoipJjuZUqVaLAi48dWgLtPyDsTmq2E6l8+fJYW1tz9+5d7t27Z5Dn4uKCq6sraWlphIeHG+RZWlpSsWJFAG7dupXtJCxXrhx2dnbEx8frpzDolCxZEg8PDzQaTbb3qlKp9DEOoqKisn1Zy5Qpg4ODA4mJidy5c8cgr0SJEnh6eub4uQFUrlwZlUrFnTt3SE5ONshzd3fHycmJ5ORkoqKiDPJsbW31Sx3mVG6FChVQq9XExsaSkJBgkFeqVCnm9q1Nvzpl+HDTec5FpQDw95UYghYfYmiTioxrX427URHZGggvLy9sbW2Ji4sjLi7OIM/JyQl3d3cyMjKy1UmtVlO5cmUAIiMjszUunp6elChRgoSEBGJiYgzyHBwcKFOmTK7nt+6ziY6OJiUlxSDPw8ODkiVLkpSUxO3btw3y7OzsKFeuHJDzMaxYsSKWlpbExMSQmJhokOfq6oqLiwupqancunXLIM/a2lofkDI8PDxbp6BbxzMuLo74+HiDPGdnZ9zc3EhPTycsLMwgz8LCQv9Ez61bt7J1KGXLlsXe3p579+4RGxtrkGfUNsLCgjt37mSbYuTm5oazszMpKSlERkYa5NnY2ODtnbWUZFhYmLQRRmgjSpUqRWpqKhEREQZ5VlZWVKhQAYCICPNqI2JiYkhNTSUyMhK1OuuhPmkjskgbkUXaiPuexTZCfkdIGwFPv43QarUG552pthEajQYrK6ts5edEpRTgOYL4+Hj++usvjhw5wvXr17l79y4qlQoPDw/KlStHy5Ytad68Oba2tvktOkfr16/nnXfeYcGCBXTp0gXIusv/6aef8v3331OhQgVWrFhB6dKlC7yPs2fPAllr2j/IqFfDbp2Gb1oV7A2pLcms0YfMRq+huFfXJ5vS1bCHyzXVq2G5vdfHHcP09HS2nb/NpzsuExF/v7F1trdibOvKDGhQDksLdbZyi9MxNMervXLFXNqIB8uVu2p5O4aJiYly513aCGkj/iNtxH3yO8KwXGkj5M47ZD+GISEhqFQqAgICsu3jYQUavD9t+/fvZ9SoUcyePZs+ffqQmZnJe++9x/r166lWrRpLly7Fw8PjifahG7zn5aA9NRGnCj54f1C1TtDsTajQFIpRtEVzkZqRyTd/XuWrff+SknG/UfAp7cC07v60qOb+iFcLIYTpS0tLIzQ0VH/XSgghhDA2c+mb8jMOzfNScUUtIiKCbt26sXDhwmx5V69eBdA/oqEbuNeqVYuVK1c+8cC92Kk7DGyd7/99eTss6wrftYfg30Fb8JUDRP7ZWlkwtl019k5szXN1y+nTL0UlMvT7o7z84zGu3cm+soIQQgghhBBC6JjMnXdFUWjRogUAW7ZswcnJCch6RL9Hjx5YWFiwY8cOfvnlF6ZPn06tWrX44YcfCm29eZO88x4XCovrgyYfa4Zb2sCYf8DOBU4sz5r/fs9wXg6lqkDTN6D2ILAqnKkNIu9O3LzLjE3BnAqN06dZWah4sWlF3mhXjZK2eZvzIoQQpkIX0VetVher9XSFEEKYL3Ppm/IzDjWZwTvAzp07GTNmDBUrVmTQoEGkp6ezZs0aoqKi+Pbbb6lXrx6tW7cmNjaWcePG5RhZvnbt2vpgB/lhkoN3yBrAJ8c8fjsde1dw9r7/d2YGnFsPBxbC7fOG25bwgMavQIPhWYN98dRotQobT4fzybaLRN27f3HGtYQ1Ezv50r+BNxZq021khBBCCCGEEE/ObAfvAHv27OGbb74hODgYS0tL6taty9ixY6lduzZnz56lb9++j3z9Bx98wKBBg/K9X5MdvOcgIyODO3fu4ObmlufIhCgKXNkNBxbA9b8M86wdoP6L0PhVcPIq7OqKR0hO1/D1vn/5359XSdPcD+pR3bMk04P8aVzZ1Yi1E0KIvClQvySEEEIUIXPpm8x68G4s5jR4f+LgC+H/wIFFcOF3UB6IAqm2hIB+0HQslPYvvAqLxwq7m8zH2y6y5YzhkiZdapbh3a7V8S5lb6SaCSHE45lLUCAhhBDPDnPpm8wyYJ14isrVh/4/wpjj0GAEWP43712rgdOr4asm8FM/uP531h17UeS8XOxZ8nw91o5uQs1yJfXp285F0u7z/cz94yKJaZpHlCCEEEIIIYQozp7ozvvNmzeJjo7OtoafTsOGDQtcsaftmbrz/rDEaDj6Pzj6LaTGGeaVq5+1zJxfd1BbPPm+xGNlahV+/SeMudtDuJN4fz68h6MNkzr70btuOdQyH14IYULM5e6GEEKIZ4e59E1F/th8dHQ048aN48SJE4/c7sKFC/kt2mie6cG7vuBEOLkiK0J9fKhhnkSof+oSUjNYsvdflv59jfTM+xfIans58X6QP/UrlDJi7YQQ4j5z+YEkhBDi2WEufVORD94nT57Mxo0bCQwMpGbNmlhbW+e43bhx4/JbtNGY0+Bdo9GQmJiIg4MDlpaWhb+DzAw4vyErQn3UOcO8Eu7Q6BVoOEIi1D8lN2KSmLXlAjuCowzSe9Quy5QufpR1tjNSzYQQIkuR90tCCCFEPplL31Tkg/fGjRvTrFkz5s2bl//amShzGrw/NYoC/+7OGsRf+9Mwz6rE/Qj1Dy5NJ4rMwSt3mLE5mIuRCfo0Wys1r7SqwuiWVbCzlmkNQgghhBBCmJMiD1iXkpJC48aNC/JSUQgyMzNJTEwkMzOzaHekUkHV9vDCJhi5F2o8B6r/TpmMJDi8BBbVgfWjIer8I4sST65pVTc2v9Gcj3rVxMU+a7mL1AwtC3Zdpt28fWw8FY4sHiGEMIan1i8JIYQQeVQc+6YCDd6rVavGtWvXCrsuIo80Gg2RkZFoNE8x+ni5etBvGbzxDzR82TBC/Zmf4aumsLIvXPtLItQXIUsLNUMaV2Df220Y0bwSlv8FrouIT+XNn0/R9+tDnA6NM24lhRDPHKP0S0IIIcQjFMe+qUCD99GjR/Pzzz9z+vTpwq6PMHWlKkO3efDWeWg12XDe+5Wd8GN3+LYtnP8NtMXnKpepcbKzYlp3f7a/1ZI2vu769H9u3KXnkgNMWHuaqHupRqyhEEIIIYQQojAVaOb+gQMHcHFxYeDAgXh5eeHm5oZabXgdQKVSsXLlykKppDBBJdygzbtZy8idXAkHF0P8zay8iBOw7oWsgb4+Qr0EVSsKVdwd+OGlQPaF3Gbm5mD+jU4C4NcTYWw7d4vX21RlRPNK2FrJfHghhBBCCCHMWYEC1vn5+T2+YJVKloorIia57EGmBoJ/g78XQNRZw7wS7tBoNDQYAfayvFlRycjUsvLwDebvvMS91PuPB3m52DG1a3U61yyDSiXrwwshCp9J9ktCCCGeaebSNxV5tPniyJwG7+np6URFRVG6dOlcl+kzGkWBf/f8F6F+v2GeVQmo/wI0fk0i1Behu0npzN91iZWHb6B94NvdqFIp3g/yp0ZZJ+NVTghRLJl0vySEEOKZZC59kwzeC8CcBu9mI+IkHFiUdUde0d5PV1lAQF9oOhbK1DRa9Yq7kMgEZm4O5u8rd/RpKhUMbOjNhI6+uDmY7hVIIYQQQgghngVPZfCenp7Ot99+y7Zt2wgLC8Pa2hpPT086d+7MiBEjTPrqRk5k8F6EYq/BoSVZc+M1KYZ5VdtnzZuv2CJrZCkKlaIo7Lpwm1lbgrkek6xPd7Sx5I12VXmxaSWsLQsUt1IIIYQQQgjxhIp88J6ens6wYcM4deoUtra2eHt7k5mZSXh4OOnp6dSsWZOffvrJrAbw5jR4T0tLIywsDC8vL5Oev5FN0h04+i0c/R+k3DXMK1svaxBfPQjUElytsKVpMvnx4HW+2H2FhLT78+ErutrzXjd/2lX3kPnwQogCM9t+SQghRLFlLn1TfsahBbrl9s0333Dq1ClGjhzJ4cOH2bRpE1u3buXIkSOMHDmSs2fPsmzZsoIULfLILGc7lHCDNu9kLTPX5VNwLn8/Txeh/ov6cOx7yEjJvRyRbzaWFoxqWYU9E1szKNBb/5DD9ZhkXl5+nGFLj3IpKsG4lRRCmDWz7JeEEEIUa8WtbyrQ4H3Lli20a9eOCRMmYGtrq0+3tbVl/PjxtG3blk2bNhVaJUUxY10CGo2CN05Cn++hzANXme5egy3jYX5N2P8pJMcar57FkLujDR/3rsWmMc0JrHQ/8v9fl+/QZeFfvL/xHHeT0o1YQyGEEEIIIUROCjR4DwsLo1mzZrnmN2vWjNDQ0AJXSjwjLCyzAteN/guGboDKre/nJd+BvR9lDeK3TYG4m0arZnFUs5wTa0Y15svB9fBysQMgU6uw/NANWn+2jx8OXCMjU/uYUoQQQgghhBBPS4EG7/b29sTG5n5HNDY21qzmuwsjU6mgSlsYthFG7YeafUD136mZkQRHvoKFdeDXkRB59pFFibxTqVR0DfBk1/hWvN3JF3vrrFgD8SkZfLgpmC4L/2JfyG0j11IIIYQQQggBBRy8161bl59//pm7d+9my4uNjWXNmjXUrVv3iSsncmZlZUX58uWxsrIydlUKX9k60HcpjD0JgaPAMuuuMEomnF0LXzeHFb3h6v6sNeXFE7O1suD1NlXZO7E1fep56dOv3E7kxR+OMXzZMf6NTjRiDYUQpq5Y90tCCCHMUnHsmwoUbf7UqVM8//zzuLi4MHjwYKpWrQrA5cuX+emnn4iPj+fHH3+kQYMGhV7homJO0eafKUkxcOxbOPI/SHnoaY+ydf+LUN9DItQXolOhcczYdJ4TN+P0aZZqFS80rcjYdtVwsis+DaAQQgghhBDG9FTWed+6dSvTp08nISFBv8SUoig4ODgwffp0goKCClKs0ZjT4D0jI4O7d+/i4uJSrK4kPVJ6Mpz6CQ4uyj7/3aUiNH0D6gwGKzujVK+4URSF309H8Mm2i9yKT9WnlyphzfgOPgwKLI+FWpaWE0JkeSb7JSGEECbNXPqmpzJ4B0hMTOTAgQOEhoaiKArly5enWbNmODg4FLRIozGnwXtaWhqhoaF4e3ub9JqFRSJTA8G/wYGFEHnGMM/eDRqNhoYvg32pHF8u8ic5XcP/9l/lf3/+S2rG/QB2fmUceb+7P02ruhmxdkIIU/FM90tCCCFMkrn0TU9t8F6cyODdzCgKXN2XNYi/utcwz8oe6g2Dxq+BSwWjVK+4iYhL4ZNtF/n9dIRBeqcapZna1Z/yrvZGqpkQwhRIvySEEMLUmEvflJ9xqGVeCly4cCGdO3fG19dX//fjqFQqxo4dm5fihcg/lQqqtMn6d+s0HFgE59eDooWMZDjyNRz9Fmr2hqZjwbOWsWts1so627FoUF2GNanAh5uCORseD8D281HsvRjN8OaVGNO2Kg42eWpShBBCCCGEEPmUpzvvfn5+fPrpp/p57H5+fo8vWKXiwoULT17Dp0TuvBcDd6/DoS/hxHLQpBjmVWmbFdyuUqusgb8oMK1W4dcTYczdHkJ0Qpo+3c3BhkmdfOlb3wu1zIcX4pki/ZIQQghTYy59U6E/Nn/06FGqVKmCq6ur/u+8CAwMzNN2psCcBu8ajYb4+HicnJywtJQ7ndkkxcCx7+Do/yA5xjDPs/Z/Eep7goUcuyeRmKbhy71X+O7va6Rr7s+Hr1muJNODatCwosQdEOJZIf2SEEIIU2MufVORz3mPiIigVKlS2Nra5pgfHx/PhQsXaNy4cX6LNhpzGryLPNJHqP8C4m4Y5jlXuB+h3lrmaz+J0NhkZm+9wLZzkQbp3Wt58k7X6pRzlhUAhBBCCCGEyEl+xqHqguygXbt27Nq1K9f8nTt38uqrrxakaJEHWq2WlJQUtFrt4zd+llnbQ+BIeOME9F2addddJ+4GbJ0IC2rCvjmQHJt7OeKRvEvZ89WQ+qwe2ZjqniX16ZvP3KLtZ/v4fEcIyekaI9ZQCFHUpF8SQghhaopj35SnO++hoaFs3LhR//fixYvp2LEjPj4+2bZVFIXdu3cTERGR58frTYE53Xk3l/kbJkdR4Nr+rAj1/+4xzLOyh7pDocnrEqH+CWRqFdYcC2XejhBiktL16WVK2jK5iy89a5eT+fBCFEPSLwkhhDA15tI3Ffpj81qtlh49enDlypWsF6lUPO5lL730EpMnT85LfU2CDN6fMbfOwMFFcG49KJn301UWUOM5aDbW8E69yJd7qRl8sfsyyw5eJyPzfltRx9uZ6UH+1C3vYsTaCSEKm/RLQgghTI259E1FMuc9LCyM0NBQFEVh+PDhjBo1iiZNmmTbTq1W4+bmRpUqVfJZbeOSwfsz6u4NOPxfhPqMZMO8ym2ygttVbi0R6gvo2p0kZm0JZteF2wbpz9Utx+TOfpRxyjluhhDCvEi/JIQQwtSYS99U5AHrHvXYvLmSwfszLjk2K0L9ka+zR6gvUytrEO/fSyLUF9Cfl6KZuTmYy7cT9Wl2Vha81roKI1tWxtbKwoi1E0I8KemXhBBCmBpz6ZuKPGDdmDFjcHR05JNPPiE+Pl6fvnjxYmbOnElMTMwjXi0Kgykvd2CW7EtBq0kw7hx0/QxcKt7PizwDv46AL+rCkW+yotiLfGnp4862N1swo2cNnO2tAEjJyGTezku0m7efzWciHjsVRwhh2qRfEkIIYWqKW99UoDvv169fZ/DgwcTGxrJu3Tpq1qwJwPvvv8/atWspW7YsP//8Mx4eHoVe4aJiTnfexVOQqYELv2cFt7t1yjDPrhQ0Gg0NR0IJV6NUz5zFJaezYNdlVhy+Qab2fvMTWLEU7wf5U7OckxFrJ4QQQgghxNNT5I/NT5gwgb///pslS5bQoEEDg7xTp04xevRoOnbsyMyZM/NbtNHI4F3kSFHg2p//RajfbZhnaQf1dBHqKxqleubsclQCM7dc4M9L0fo0lQr61fdiYidfPBxlPrwQQgghhCjeivyx+WPHjjFs2LBsA3eAOnXq8Pzzz3PgwIGCFC3yIC0tjevXr5OWlmbsqhR/KhVUbgVD18Mrf0NA/6yI9ACaFDj6DSyqC78Mh4hTRq2qualW2pEfX2rI0hcbUNmtBJB1rWTt8TDafrafr/f/S5om8zGlCCFMgfRLQgghTE1x7JsKNHi/d+8eLi65L/Xk4eHBnTt3Clwp8XgajcbYVXj2lAmAPt/Cm6eg0atZa8MDKFo49yt80wqW98xaQ17mb+eJSqWirV9p/hjXkve6VcfRNmteUmKahk+2XaTj/D/Zfj5S5sMLYQakXxJCCGFqilvfVKDBu7e3N3///Xeu+YcOHaJs2bIFrpQQJs25PHT5BN46D22mgv0D896v7oMVz8H/WsDZX7LmzovHsrZU83KLyuyb2JrnG5VH/d/KfDdikhm94h+GfH+Ei5H3jFtJIYQQQgghjKhAg/egoCD27t3L/PnziYuL06ffu3ePxYsXs3PnToKCggqrjkKYJl2E+rfOQ7d5D0WoP/tQhPoko1XTnLg62DD7uQC2jG1Bk8r3L4ocuBJD14V/8d5vZ4lNSjdiDYUQQgghhDCOAgWs02g0jBw5kkOHDqFSqXBxcUGlUnH37l20Wi2NGjXiu+++w8rKqijqXCTMKWCduaxZ+MzRZmZFqP97Qc4R6gNHQeBIKOFmjNqZHUVR2H4+itlbL3Az9v7yfCVtLXmzvQ/DmlTAyqJA1x+FEIVM+iUhhBCmxlz6piKPNg9ZP6w3btzI9u3bCQsLQ6PR4OXlRYcOHejTpw8WFhYFKdZozGnwrtVqSUtLw8bGBrVaBi8mR1Hg+l9ZEeqv7DLMs7SDukOyItSXqmSc+pmZ1IxMlh64xpI9V0hKvx/ArrJ7CaZ186eNn/ksSSlEcSX9khBCCFNjLn3TUxm8FzfmNHgXZiTyLBz8Imv+u/JA5HSVGvx7QbOxULau0apnTm7fS+XT7SH8ciLMIB5gKx93pnWvTlUPR+NVTgghhBBCiAIo9MG7Vqs1uFqh1WrzVBFTvsLxMHMavGs0GuLj43FycsLS0tLY1RF5EXcTDn8F//wIGQ/Nf6/UCpq9CVXaZi1NJx7pbFg8H246z/Ebd/VplmoVQ5tUYFw7H5zszWe6jhDFhfRLQgghTI259E2FPnivXr06c+fO1Qeh8/PzQ/WYQYZKpSI4ODgv9TUJ5jR4N5f5GyIHybFw/Hs4/DUkP7ScYumArEF8jefAwnQbGFOgKAqbz9zik20XCY9L0ae72FsxvoMPgwLLYynz4YV4aqRfEkIIYWrMpW/Kzzg0TyOEBg0a4OZ2P8hWw4YNC1g1IZ5x9qWg5dvQZAycXp31SH3s1ay8qLOw/mXYPQOajsmaG29dwrj1NVEqlYqg2mXp4F+ab/68ylf7/iUlI5O7yRlM23ielYdvMq27P82rSXBAIYQQQghRPMic9//InXdhFNpMuLg5K0J9xAnDPDuX/yLUj5II9Y9xKz6FOdsu8tupCIP09tVL81636lR0k4sgQhQl6ZeEEEKYGnPpm/IzDpXnSoUwJrUF+PeEkXvghc1QtcP9vJS7sH8OzK8BWybcv0MvsvF0smPBwLqsf60ptb2d9em7LkTRYf5+Pt56gYTUDONVUAghhBBCiCeUpzvv77zzTv4LVqmYPXt2gSplDOZ05z0jI4O7d+/i4uKClZUE5yp2Is9lPU5/7hfQau6nq9RZA/1mb0qE+kfQahV+OxXOnD8uEnUvTZ/u5mDNxI6+9GvgjYVaAgMKUZikXxJCCGFqzKVvKvSAdX5+ftlf+F/AuodfrlKpUBQFlUrFhQsX8lRhU2BOg3fxjIgL/S9C/bIcItS3/C9CfTuJUJ+LpDQNX+//l2/+vEqa5v4KGf6eJZke5E+jyq5GrJ0QQgghhBBFMHi/efOmwd+hoaGMHTuWli1bMmLECKpWrYpWq+XGjRt89913HDlyhO+//x5fX98CvoWnz5wG71qtFo1Gg6WlpVktxycKKOUuHPsejnwNSdGGefoI9b3AwnSvKBpTaGwyn2y7yJaztwzSuwaU4Z0u1fEuZW+kmglRfEi/JIQQwtSYS99U6IP3h7322mukpKTwww8/5Jg/evRoMjIyWLp0aX6LNhpzGrybS/AFUcgyUv+LUL8o+/x3p/LQ5HWoN1Qi1OfiyNUYZmwO5nzEPX2ataWakS0q8VrrqpSwkeX5hCgo6ZeEEEKYGnPpm4o8YN2hQ4do3759rvmtWrXi5MmTBSlaCJEbK1to8BKMOQ79l0PZevfz4m/CH5OzgtvtmQWJ0bmX84xqVNmV38c0Z06fANwcrAFI12hZsvdf2ny2j1//CUOrlcU3hBBCCCGEaSrQ4N3W1pbIyMhc869evUqJEnL3T4gi8WCE+he3QLWO9/NS7sKfc2FBTdg8XiLUP8RCrWJAw/Lsndia0a0qY2WRFS/gdkIaE9ad5rmvDvLPjbtGrqUQQgghhBDZFWjw3rRpU1asWMHx48ez5W3bto2ff/6Ztm3bPnHlhBCPoFJBxeYweB28ehBqDwL1f49+a1Lh+PfwRX1Y+wKEn3h0Wc8YR1sr3ulSnZ1vtaKDf2l9+unQOPp8dZA3fz7JrfgUI9ZQCCGEEEIIQwWa8x4WFkbfvn2Jj4/Hz8+PChUqkJaWxtWrV7l58yZly5Zl3bp1lCpVqijqXCTMbc57WFgYXl5eJj1/QxhBfNj9CPXpiYZ5FVtAs3FQVSLUP+zAlTvM2BRMSFSCPs3WSs0rraowumUV7KwtjFg7IUyf9EtCCCFMjbn0TUUesA7g1q1bLFiwgD179pCQkPWD18nJic6dOzNu3DhcXFwKUqzRmNPgXYjHSrkLx5fC4a8h6bZhXuma/0Wof04i1D9Ak6ll9bFQPt8Rwt3kDH16WSdbpnStTlAtT/0SmUIIIYQQQhSGpzJ4f9Ddu1lzRM1twP4gGbyLYikjFc78DAcWQey/hnlO3lkR6usOBRsH49TPBMUnZ7Bw92WWH7qO5oEAdg0quPB+kD+1vJyNVzkhhBBCCFGsPLXBe1paGseOHSM8PJzWrVtjZ2dHWloa7u7uBS3SaMxp8J6enk5UVBSlS5fG2tra2NUR5kCbCRe3wIEFEP6PYZ6tMwSOhMDR4GB+392icuV2Ih9tCWZfyP3I/SoV9KnnxaROvniUtDVi7YQwLdIvCSGEMDXm0jcV+VJxADt27KBNmzaMHDmSDz74gKtXr3Lq1Cnatm2b6/rvonAoikJaWhqF8NCEeFaoLcC/B7y8G17cCtU63c9LjYM/P/0vQv1bEPNvrsU8S6p6OLDspUB+eKkhVdyzVs9QFPjlnzDafLaPJXuvkJqRaeRaCmEapF8SQghhaopj31SgwfuJEyd46623cHZ2ZvTo0fp0Dw8PypYty9y5c9m1a1ehVVIIUUhUKqjYDAavhVcPQe3nH4pQv/S/CPXDst+hf0a18fXgj3Eteb+7PyVts45VUnomn24PocP8/fxx7lax6hSEEEIIIYRpKtDg/auvvqJcuXL8+uuvDBs2TP/D1c/Pj19//ZVKlSqxbNmywqynEKKwlfaH576CN09DkzFgrZv3rkDwRvi2LSzrDpd3Zd1yfoZZWagZ3rwS+95uw9DGFVD/F7cuNDaFV1aeYNC3hwmOuGfcSgohhBBCiGKtQIP3U6dO0bt3b+zs7LJFX3ZwcKBfv35cuXKlUCoohChiTl7QaRa8dR7aTYcSHvfzrv8FP/WBr5rB6TWQmZF7Oc+AUiWsmdmrJlvfbEGzqq769MNXY+n+xV+8s/4sMYlpRqyhEEIIIYQorgo0eE9PT8fJySnXfEtLS1JTUwtcKfFolpaWlClTBktLS2NXRRQnds7QYjyMOwtBC8G16v282+dhwyhYWAcOfQlpibmV8kzwK1OSlSMa8c3Q+lRwtQdAq8Dqozdp/ek+vv3zKukarZFrKcTTI/2SEEIIU1Mc+6YCDd4rVarE0aNHc83fvXs3FSpUKHClxKNZWFjg4OCAhYWFsasiiiMrW6j/Irx+FAashHIN7ufdC4Pt78D8GrB7JiTezrWY4k6lUtGxRhl2vNWSd7r44WCT1TEkpGmYtfUCnRb8ye4LUTIfXjwTpF8SQghhaopj31SgwXufPn34448/+OGHH0hKSgKyfsjGxMTw/vvvc+TIEXr27FmoFRX3aTQa4uLi0Gg0xq6KKM7UFlA9CF7eBS9tA5/O9/NS4+Cvz2B+Tdg07pmOUG9jacHoVlXYO7E1Axt6o5tJdO1OEiN+PM6wpUe5HJVg3EoKUcSkXxJCCGFqimPfVKB13hVFYfz48Wzbtk0/593W1pbU1FQURaF58+b873//K/BVjoEDB3Ly5Mls6X5+fmzcuBGAu3fvMn/+fPbs2UNSUhK1a9dm0qRJ+Pv7F2if5rTOe1paGqGhoXh7e2NjY2Ps6ohnye0LcPALOLMWtA/Of1dlDfSbjQOv+saqnUk4Fx7PjE3BHL0eq0+zUKsY0qg8b3XwwdnedNcZFaKgpF8SQghhasylb8rPOLRAg3edrVu3smXLFq5fv45Wq8XLy4tOnTrRu3dv1OoCLyFPvXr1aNiwIV27djVId3Z2plWrVqSnpzNkyBBCQkJ48cUXcXNzY8WKFdy5c0cf7T6/ZPAuRD7Eh8ORr+D4Mkh/6K5yhebQ7E2o1gEeCmj5rFAUha1nI5m99QLhcSn6dCc7K95qX43BjStgZVHwNlIIUyP9khBCCFNjLn1TkQ/ef/rpJxo3bkyVKlXyX7vHCA8Pp23btnzwwQcMGjQox23WrVvHe++9x+LFi+nQoQMA0dHRdOnShaZNm7Jo0aJ871cG70IUQEoc/PMDHP4KEqMM8zz8oelYqNkHLJ/Nu82pGZl899dVvtz3L8npmfr0qh4OTOvuTysfdyPWTojCI/2SEEIIU2MufVN+xqEFuvXz+eefs23btoK89LEuXboE8MgLA5s3b8bDw0M/cAdwd3enS5cu+sfohRBPgZ0zNH8L3jwDQYseilAfDL+9AovqwMHFkPbszfu2tbJgTNtq7J3Ymt71yunTr9xO5IWlRxmx7BhXo5/tyP1CCCGEECJvCjR4V6vVODs7F3JVsly+fBmAqlWzBgE5DcTPnz9PjRo1sqXXqFGDjIwM/QWA4kqtVlOiRIknmpogRKGysoX6L8Drx2DAT+DV8H7evXDYMfW/CPUzICEq93KKqdIlbfm8fx1+e70Zdcs769N3X7xNpwV/8tHmYOJTMnIvQAgTJ/2SEEIIU1Mc+6YCvZOXX36Z7777jqNHj6LVFu5axiEhIdjY2LBw4ULq169PvXr1aNGiBcuXLweyBvMJCQmUKVMm22s9PDwAuHXrVqHWydRYWVnh6emJlZWVsasihCG1Gqp3hxE74aU/wKfL/bzUePhrHiwIgE1vwp0rxqunkdTxdmb9q01ZMKAOZUraApCRqfDd39do89k+fjpyg0ytLC0nzI/0S0IIIUxNceybCrRi/bFjx7h37x4vvPACVlZWODk5ZYssr1Kp2Lt3b77Lvnz5MmlpaURFRTF79mxSUlJYt24ds2bNIi4ujoEDBwJgZ2eX7bW2tlk/hpOTk3Msu127drnud/LkyXh6epKWlmaQrlarsbKyQqvVkpGR/c6Ybv5Eenp6tvWcLS0tsbCwIDMzM9sSBSqVCmtraxRFIT09PVu51tbWqFQqMjIysl0gUavVqNVqFEUhMzPTIE9XLpDtvUDWSaxWq3Ms18LCAktLy8e+10eVq9FostWpMI7ho8p93DEs6GfzuPea32OY13KLzTGs0ASlfGMyIs5iceRL1Od+QaXNgMw0+GcZ/PMjWt9uaBq9jlLufoR63TF8mp/N445hYX82XfzdaFW1CUsP3uSbv66RptESm5TO1A3nWH7wOu928aFJZdcCtxHGPobPxPktbQRw/ximpaWRmZmJWq3Wr0JTVH2gsc/vp9FG6BTXY2hu57e0EcY7huZ4fksbYTpthKIoaLVa7OzsHnseGrONUBRF33c+ToEG71evXsXZ2blIHp0fMGAAmZmZDBs2TJ/Wo0cPBg0axDfffMOAAQMeW0Ze3/zDtFotoaGhBmmOjo6ULl2azMzMbHlw//H+27dvk5qaapBXunRpHB0dSUxMJDo62iDP3t6esmXLoihKjuVWqlQJCwsL7ty5k23qgJOTE/Hx8ZQqVYrY2FiDPBsbG7y9vQEICwvLdiKVL18ea2tr7t69y7179wzyXFxccHV1JS0tjfDwcIM8S0tLKlasCGQ92fDwSViuXDns7OyIj4/n7t27BnklS5bEw8MDjUaT7b2qVCp9fIOoqKhsX9YyZcrg4OBAYmIid+7cMcgrUaIEnp6eOX5uAJUrV0alUnHnzp1sF3Tc3d1xcnIiOTmZqCjDx7htbW3x8vICyLHcChUqoFariY2NJSHBcB53qVKlKFWqFKmpqURERBjkWVlZUaFCBQAiIiKyNRBeXl7Y2toSFxdHXFycQZ6TkxPu7u5kZGRkq5NaraZy5coAREZGZmtcPD09KVGiBAkJCcTExBjkOTg4UKZMmVzPb91nEx0dTUpKikGeh4cHJUuWJCkpidu3bxvk2dnZUa5c1hzvmyn2UGsiFlWH4XxxNU6Xf0WdkQQoqEM2Yx2ymRSPetz1H0ZyuWa4urnj4uJCampqtqdorK2tKV++PJAV3PLhTkEXkCQuLo74+HiDPGdnZ9zc3EhPTycsLMwgz8LCQr9Kxa1bt7J1KGXLlsXe3p579+5l+849SRsxqmk5BjaqwMyNZ/jjQtb5HRKVyAvLTtC6ihMzetfDy8U2322Em5sbzs7OpKSkEBkZaZAnbcR90kZkKYw2IjIykri4OOzs7PSPJ+a1jcip3IoVK2JpaUlMTAyJiYZxIVxdXZ+ZNqKofkdIG5FF2ogspv47QtoIaSOgYG2EVqslJSUFPz8/bGxsTLaN0Gg0eX464ImWinua1q9fzzvvvMMnn3zClClTeP7555k+fbrBNnv27OHVV19l0aJFdOrUKV/l66L8+fj4GKSb4tWwzMxMIiIiKFu2bI5PPJjL1bCHyzXVq2G5vVe5Yl7A8zv1HtZnVqI6kj1CvdbND6XJGCxqDyBTZfFMXTE//O8dZv8RwvmI+z/krC3UjGhekZeblcfBxvBa67Nwxfzhck3t/H7ce32W2ojExETCw8Px9PTU76u43hGSu2rSRjxYrrQRcuddR9oIw/dqCm1EWloakZGRVKhQARsbG5M7v3V1DAkJQaVSFf0675D1OEJMTAyWlpZFFsQOYP/+/YwaNYrZs2fzySef0KhRIxYvXmywzc8//8z06dNZs2YNderUyVf5slScEE+ZJg3OrIEDiyDmsmFeyXLQ+LWsIHg2jsapnxFotQq/nAjj0+0hRCfc77jcHW14u5Mvfet5oVYX7MkiIYqS9EtCCCFMjbn0TUW+VBxkPc4wefJkGjZsSIsWLWjSpAlNmzZl1qxZ2R4ByquIiAi6devGwoULs+VdvXoVyHqcpUaNGpw/fz7bNufPn8fS0pLq1asXaP9CiKfI0gbqDYPXj8LAVeAVeD9PF6H+8xqw68NnJkK9Wq2ifwNv9k5szautq2BtkdVERyekMemXM/RccoDj12MfU4oQQgghhCiOCjR4Dw0NpW/fvmzcuJHSpUvTvn17WrduTcmSJVmxYgV9+/bNNk8kLzw9PYmPj2fdunUGr4+Pj2fZsmWUK1eOevXq0blzZyIiIti1a5d+m+joaLZt20aHDh1M+sqKEOIhajX4dYOXd8Lw7eDb9X5eWjz8/TksqAm/j4U7l3MvpxhxsLFkcmc/do1vReca91fWOBseT9+vD/HG6pOEx6U8ogQhhBBCCFHcFOix+QkTJrBjxw4WLFiQLYL71q1bmTRpEgMHDuS9997Ld4V27tzJmDFjqFixIoMGDSI9PZ01a9YQFRXFt99+S5MmTcjIyKBPnz7cvHmT4cOHU6pUKZYvX87du3dZs2aNPuhGfpjTY/OKouijEhY0OJ8QJi06BA4ugtNrQPvgnChV1kC/2Tjwbpjbq4udg//eYcamYC5G3n+qycZSzehWVXilVWXsrQsUe1SIQiP9khBCCFNjLn1TfsahBRq8N2nShF69ejF58uQc8z/66CN27tzJ/v3781s0kBV47ptvviE4OBhLS0vq1q3L2LFjqV27tn6bmJgY5s6dy969e8nMzKR27dq8/fbbBX5k3pwG70I8M+5FwJGv4fgPkGYYsZTyTaHZm1CtY9bd+2IuU6vw87GbzNtxidik+0FTypS0ZUoXP3rWKWvSHZMQQgghhMiuyAfvdevWZcKECQwZMiTH/FWrVjF37lxOnTqV36KNxpwG7+np6dy5cwc3Nzd9pEIhirXU+KwB/OGvINFwyRLc/aDpWAjoB5bF//sQn5LBF7svs+zgdTTa+8133fLOTA+qQR1vZ+NVTjyzpF8SQghhasylbyrygHUNGzZk27Zt2ULi6/z555/Ur1+/IEWLPFAUheTk5FyPvxDFjq0TNB8H485Aj8Xg9sCSjtEXYeNrsLA2HPwCUu/lWkxx4GRnxXvd/dnxVkva+Xno00/ejKPXkgOMX3uKqHupjyhBiMIn/ZIQQghTUxz7pgIN3qdNm8atW7d45ZVXOHPmDKmpqWg0Gv7991/eeecdDh8+zMsvv0xoaKjBPyGEeCKWNlBvKLx2BAb9DN6N7+clRMCO92B+Tdj1ASRE5lpMcVDZ3YHvX2zI8uGBVPNw0KevPxFOm8/2sXjPZVIzMh9RghBCCCGEMCcFemy+Ro0aAGRmZurnWKpUKn1QAN3fBjtSqQgODn7S+hYZc3ps3lzWLBTiqbh5OGut+JAthukW1lB7YNYj9W7VjFO3pyQjU8tPh28wf9dl4lPuB/gr52zHu12r0zWgjMyHF0VK+iUhhBCmxlz6pvyMQwsUojgoKEh+CAohTEP5xln/oi9lRag/swYy07P+nVgOJ1b8F6H+TfAOfHx5ZsjKQs2LzSrRs045Fuy6xMojN8nUKoTHpfD6qhMEVirF+939qVnOydhVFUIIIYQQBVSgO+/FkTndec/MzCQxMREHBwcsLCyMXR0hTMu9W/9FqF+aQ4T6Jv9FqO9UrCPUX4pKYObmYP66fEefplLBgAbeTOjoi7uj6V59FuZJ+iUhhBCmxlz6piKPNl8cmdPgXQiRB6n34J9lcPhLSLhlmPcMRKhXFIU9F2/z0ZYLXLuTpE93sLHkjbZVebFZRWwsTbcjE0IIIYR4FsjgvQDMafCemZlJcnIy9vb2Jn0VSQiToEmHs+vgwEK4E2KY5+gJjV+D+i+CbUmjVK+opWu0LD90nYW7LpOQptGnV3C1Z2rX6nTwLy3ToMQTk35JCCGEqTGXvqnIl4oTxqXRaIiKikKj0Tx+YyGedZbWUHcwvHY4K0J9+Sb38xJuwc5pML8G7JxeLCPUW1uqeblFZfa+3ZpBgeXRjdNvxCQzasU/DPn+CCGRCcatpDB70i8JIYQwNcWxb5LBuxDi2aBWg28XGP4HDN8Bft2B/0ayaffgwAJYEAAbx2QFvytm3Bxs+Lh3AFveaEHjyqX06QeuxNBl4Z9M++0csUnpRqyhEEIIIYR4FBm8CyGePeUbwcCf4PWjUG9Y1rJykBWh/uQKWNIQVj8PN48Yt55FwL9sSVaPbMzXQ+rhXcoOAK0CKw7foPWne1n69zUyMrVGrqUQQgghhHiYDN6FEM8udx/o8QWMOwvN3wKbB5ZSC9kCSzvC953g4lbQFp8BrUqlonNNT3a+1Yq3O/lSwjprHti9VA0zNgfTecGf7A25beRaCiGEEEKIBxU4YN2tW7c4ePAgUVFRaHP4UatSqXj99defuIJPizkFrEtPT+f27dt4eHhgbV08I2ULYRSp9+DEj3DoS0iIMMxz84Vmugj1xWuptdv3Upm7PYRf/gkzSG/t68573fyp6uFgpJoJcyH9khBCCFNjLn1TkUeb/+uvv3jjjTdIS0sjt5erVCouXLiQ36KNxpwG70KIIqZJh3O/ZEWoj75omOfoCY1f/S9CvVOOLzdXZ8Li+HBTMP/cuKtPs1SrGNqkAuPa+eBkb2XE2gkhhBBCFD9FPnjv3bs34eHhjB07lgoVKuQaer9JkyY5ppsiGbwLIbLRauHyjqxB/M2Dhnk2JaHBS9DoVSjpaZz6FQFFUdh05hafbL1ARHyqPt3F3orxHX0Z1NAbSwuZcSWEEEIIURiKfPBep04d3njjDUaMGJH/2pkocxq8p6WlERoaire3NzY2xevxXSFMVujRrEH8xS3AA82m2gpqD4CmY8Hd12jVK2wp6Zl88+dVvtp/hdSM+1OjfEs78n6QP82quhmxdsLUSL8khBDC1JhL31Tk67yXKlUKS0vLgrxUCCHMk3dgVoT6Mceg3gv3I9RrM+DkSlgSCKsHwc3Dxq1nIbGztuDN9tXYM6E1PeuU1aeHRCUw+LsjjFx+nOt3koxYQyGEEEKIZ0uBBu/9+vXjl19+IS0trbDrI4QQps2tGvRY9F+E+vEPRajfCks7wfcdi02E+rLOdiwcWJdfX21Kba/773VncBQd5//Jx1svkJCaYcQaCiGEEEI8Gwr02HxmZiavvvoqly5dolWrVri7u2cvWKLNFxlzeQREiGdCWgL88yMcWpJDhHqfrMfpa/UvFhHqtVqFDSfDmfPHRW4n3L946+ZgzdudfOlb3xsLtcqINRTGIv2SEEIIU2MufVORz3nfuXMnb731FhqNJveCJdp8kTGXE1GIZ4o+Qv0iiH6o7XMokxWhvsFLxSJCfVKahi/3XeHbv66Rrrn/dEGNsiWZHlSDwEqljFg7YQzSLwkhhDA15tI3FfngPSgoiNu3b/Pqq69SpUqVXOe/S7T5oqHVasnMzMTCwgK1WqI+C2FStFq4sjMruN2NA4Z51o5ZA/jGr0LJsjm/3oyExibz8bYLbD0baZDeLcCTKV388C5lb6SaiadN+iUhhBCmxlz6piIfvNeqVYs333xTos0LIcSjhB6DgwvhwmayRaivNQCavgEefkarXmE5fDWGGZuCCb51T59mbalmdMvKvNKqCiVsJMCpEEIIIUROijzavJubG1ZWVgV5qSgEGRkZREVFkZEhQaKEMGneDWHAShhzHOq/CBb/PbKlzYBTK+HLRrBqINw4ZNRqPqnGlV3Z9EZzPukdgJtDVhT+dI2WL/Zcoe28faw/EYZWm+/rxMKMSL8khBDC1BTHvqlAg/fevXuzZs0akpJkmSBj0Gq1JCQkoC0GkayFeCa4VYWghVkR6ltMMJz3fmkb/ND5vwj1W8w2Qr2FWsXAwPLsmdia0S0rY2WRFbgu6l4a49ee5rmvDnLi5l0j11IUFemXhBBCmJri2DcV6FnGSpUqkZycTKdOnWjRogVubm7Z5r2rVCrGjh1bKJUUQohiwbE0tHsfmr8FJ5ZnRai/F56VF3oEfn4eXKtBs7FZj9WbYYT6krZWvNO1OoMCyzNr6wV2BkcBcDo0jt5fHqRXnbJM7uKHp5OdkWsqhBBCCGFeCjTn3c/v8XM0Jdp80TGXyIlCiMfQpMO5X7OC22WLUF86K7Bd/ZfAztko1SsMf1++w4zN57kUlahPs7Oy4JVWVRjVsjJ21hZGrJ0oLNIvCSGEMDXm0jcVecC6o0eP5mm7wMDA/BZtNDJ4F0IYjaLAZV2E+r8N86wdocGL0Pg1s41Qr8nUsvroTT7feYm7yffnnZVztmNKFz+61/JEpZL14c2Z9EtCCCFMjbn0TUU+eC+OzGnwrtFouHfvHiVLlsx1mT4hhJkKO541iL+wiewR6vtD07FmG6E+PjmDBbsvsfzQDTIfCGDXsKIL73evQYCX0yNeLUyZ9EtCCCFMjbn0TU9t8H78+HG2bt1KWFgY1tbWeHp60rlzZ+rXr1/QIo3GnAbvQohnQMy/cPALOLUKMtMM83w6Q7M3oXwTMMM71lduJzBz8wX2X4rWp6lU0LeeF2939sXD0daItRNCCCGEeHqeyuB99uzZrFixgodfrlKpGDx4MO+9915BijUacxq8a7VaUlNTsbW1Ra0u0IIBQghzkXgbjvwPjn0LqfGGeV4Nswbxvt3ADNuCvRdvM3NLMFej769cUsLagtfbVmV4s0rYWsl8eHMh/ZIQQghTYy59U5Gv8/7777+zfPlyGjRowPLlyzl06BAHDhzghx9+oEGDBvz0009s3bq1IEWLPMjIyCAiIqJYrVkohMiFgwe0mwZvnYdOs6Fkuft5YcdgzRBY0hD+WQYZqUarZkG08fNg+7iWTOvuj6Nt1uNsSemZzP0jhA7z9/PHuchsF4iFaZJ+SQghhKkpjn1Tge68Dxw4kPT0dNauXZtt/oBGo6F///7Y29uzcuXKQqtoUTOnO+/mEnxBCFEEMjPuR6i/HWyY51AaGr0CDYabXYT62KR0Pt8ZwqojN3lgOjxNKrvyfpA/1T1LGq9y4rGkXxJCCGFqzKVvKvI77yEhIXTv3j3Hif+WlpZ0796dixcvFqRoIYQQj2JhBbUHwqsHYfAvULHF/bzEKNj9IcyvAdunQny48eqZT6VKWPNRrwC2vtmCplVc9emHrsbQbdFfvLvhLDGJaY8oQQghhBCieCuyh/8zMzOLqmghhBAqFVTrAC9uhpf3gH9P4L/gdemJcGgxLKwFG16FqOBHFmVK/MqU5KeXG/G/ofWp4GoPgFaBVUdu0vqzfXz311XSNVoj11IIIYQQ4ukr0ODd19eXLVu25DhAz8zMZPPmzVSrVu2JKydyplKpsLKyknWRhRBZvOpD/+Xwxj9Zj8xb/PdomFYDp1fBV03gp/5w/UDWmvImTqVS0alGGXa81ZIpXfxwsMl6yishVcNHWy7QecGf7L4QJfPhTYj0S0IIIUxNceybCjTn/ffff2fSpEk0bdqU1157japVqwJw5coVlixZwuHDh5k1axa9e/cu9AoXFXOa8y6EEI+UeBuOfgNHv4XUOMO8cg2yItT7dQO1eURzv52Qyrztl1j7T6jBtYeWPu5M61adaqUdjVc5IYQQQogn8FSWips5cyY//fRTtisZiqIwYMAAPvzww4IUazQyeBdCFDtpiXBiORxaAvfCDPNKVYGmb0DtQWBlHuuqnwuP58NN5zl2/a4+zUKtYmjjCoxrXw1ne2sj1k4IIYQQIv+eyuAd4Pjx42zbto3Q0FAURaF8+fJ06tSJwMDAghZpNOY0eE9LSyMiIoKyZcuadOREIYSJyMyAc+v/i1B/3jCvhAc0/n979x0eZZX2cfw7JT2kUwIJhER6BylBUREEEVlFsACi66trb2tZ6zbXdXXXwoK7FnYtlLWjWMCVRSwIiHSpYkJLCAnpCWnT3j8eGBhCgAxJZib5fa5r1nXOM8/cMxmfM/ecc+5zpEJ9rG/iqweXy8VnP+bwl0XbyS6udN8fEx7Er0d3ZdrQjlgt/ruXa3OlfklERPxNoPRNTZa8NyeBlrwHwrYHIuJnXC74eSl8NwN2f+vZFhwJg34Jw26D6CRfRFcvVTYHs7/J5J9fZVBpO1p/pUubSH43oScjurT2YXQtj/olERHxN4HSNzV48v7DDz94FcjgwYO9epwvKHkXkRYley18NxO2fQyuY6q3m63Q50oYfje07em7+E7TgZIq/vr5dhas99wWb3SPNjw2viedEyJ8FFnLon5JRET8TaD0TQ2evHfv3t2rKn3btm2r92N8Rcm7iLRIBRnGmvgN88Fe5dnWZYxR3K7TOcbWdH5s/d4i/vjJVjbsK3bfF2Qx8cvhKdw1qgtRoUG+C64FUL8kIiL+JlD6pvrkodbTOeEtt9zikbw7HA7+85//YLVaufTSS0lLS8PlcrFr1y4+/vhjgoODuf32270MX0REmkx8Glz6PFzwyOEK9a8erVC/8wvj1mHQ4Qr1l/pthfoBHWNZcNtwFm7M5pnFOzhQWoXN4WL2t7tYsC6b+8d04+rByVjM/v0jhIiIiEhdvFrzPmvWLN555x0++OAD2rZt69FWUFDA5MmTufjii3nooYcaLNDGFkgj706nk5qaGoKDgzGbVZhJRBpQdTmsnwcrX4SSfZ5tAVKhvqLGzstfZfDKN5lU248uCeiRGMXvLu1Jelq8D6NrntQviYiIvwmUvqnRC9adf/75XHPNNdx2220nbH/11Vd58803+e677+p7ap8JpORdRKTROWyw5SOjQn3uj55tEa1h6K0w+Ea/rlCfVVTB04u38+mmHI/7x/Vux6OX9CA5LtxHkYmIiIgY6pOHevUTRGlpKWFhYXWf1GymsrKyznY5M3a7nfz8fOx2u69DEZHmyhIEfa+EW7+Faz+AzucdbTt0EL78EzzfCz5/FIr31X0eH0qKDefFqQN579Z0eneIct+/ePMBRj3/NX/9fDvl1bqONgT1SyIi4m+aY9/kVfLepUsXFixYQHV1da22srIy3nnnHXr16nXGwcmJORwOiouLcTgcpz5YRORMmExw1mi4/hP41TLoNRFMh7sO2yFY9Q+Y2R8W3AK5W056Kl8ZnBLHx3ecy18n9SUh0ihYU2N38s+vMhj57Fe8t2YfTqd2TT0T6pdERMTfNMe+yavk/cYbb+Snn37iyiuvZO7cuXz99dcsWbKEV155hfHjx7N//37uuOOOho5VRER8qcNAuPINuGstDL4JrIfXvTvtsOlteGk4zJsMu7419pT3I2aziasGJ7PsgfO59fw0gi1G93ewrJoH39/E5f/8jrV7Cn0cpYiIiEjdvFrzDvCf//yHZ599loqKCnclepfLRXR0NL///e+55JJLGjTQxhZIa94DZdsDEWnmDuUfrVBfWeTZ1n6gUaG+xwS/rFC/p+AQTy3axn+35Hrc/4t+7Xl4XHfax9S9NExqU78kIiL+JlD6pkYvWHfEoUOHWLFiBfv2GesdO3XqxDnnnENoqP9WIa6LkncRES/VHDIq1K94EUr2erbFpR5Tod7/EuIVP+fzxKdb2X6gzH1faJCZW85L49bz0wgL9r8fHvyR+iUREfE3gdI3NVny3pwEUvJus9koLi4mJiaGoKAgX4cjImJw2GHrR7B8Rh0V6m+Bs2+E8DhfRFcnh9PF2z/s5bkvfqLwUI37/sToUB4e151f9GvvnmEmJ6Z+SURE/E2g9E1NkryXlZXx+eefk5+ff8IiACaTKaDWvQdS8i4i4tdcLsj40thmbtfXnm1BETDoehh2O8Qk+ya+OpRU2pi5dCdvrtiN/ZgCdgM7xvD7Cb3olxzju+BERESkWWr05H3Tpk3ccMMNVFRUUNfDTSYT27Ztq++pfSaQknen04nNZiMoKAiz2auagyIiTWP/evhupjEi73Ievd9kgT6TYfjd0K63z8I7kYyD5fz5s218uT3P4/5JA5P4zcXdaBsVeEvDGpv6JRER8TeB0jc1evJ+ww03sGbNGm655Rb69OlDcHDwCY9LT0+v76l9JpCS90BZvyEi4la4C1b+w1gbb6/0bDtrtFHcLmWEsTWdn/j6p4P86dOt/JxX7r4vPNjCHSPP4sZzOxMapPXwR6hfEhERfxMofVOjJ+8DBgxg+vTp3HffffWPzk8peRcRaQKH8mH1bFj9SkBUqLc5nMxbtYcZ/9tJSaXNfX9SbBiPXtKDcb3baT086pdERMT/BErfVJ881Kv5AxaLhaSkJG8eKiIiLVlEAox8BH69Bcb9DWI6Hm3bvw7eux5mDYIf/g22yrrP00SCLGZuOKczXz1wAdeld8JiNhL1rKJKbp+/jmteXcWW/SU+jlJERERaAq+S94EDB7J69eqGjkVERFqK4AgYejPctR4m/RvaHfNrc9Eu+Ow+eKE3fP03qCj0XZyHxUYE88RlvVl8zwhGdElw3//9rkIunbWcRxZsIr+82ocRioiISHPnVfL+wAMP8M033/Dqq69y4MAB7HY7Tqez1k0ajz8XXRAROW0Wq1G47pZvYfqHkHrB0baKfFj2pJHEL34YivfWeZqm0rVtK+b83xD+dd3ZpMSHA0Zx/bdW72Pk377i1W8yqLG3zP5P/ZKIiPib5tY3ebXmfdy4cRQWFlJaWlr3iU0mtm7dekbBNaVAWvMuItKs7d8AK2bClg9rV6jvPQnOudtzpN5HauxO3lyxm5lLd1JWbXffnxIfzmPjezK6RxuthxcREZGTavSCddOnTz+t4+bOnVvfU/uMkncRET9TtNuoUL9ubu0K9WmjjOJ2nc/zeYX6/PJqnvtiB2//sI9je9Rzz0rgt5f2pFu7Vr4LTkRERPxaoyfvzVEgJe81NTUcOHCAdu3a1blNn4hIs3GoAH6YDd+/ApXHrX9vP+Bwhfpf+LxC/Zb9JTzxyVa+33U0RovZxLShHfn16K7ERjTf67X6JRER8TeB0jc1erX501FZ6fsqwc2Vy+WipqYG/e4iIi1CRDxc8LBRof6SZ4+rUL8e3vslzBoIP/zLpxXqe7WP5u2bh/HStIEkxYYB4HC6mLNyDxc8+xWvf7cLm6N5rodXvyQiIv6mOfZNXo+8f/fddyxbtozy8nKP4nQOh4PS0lLWrl3LunXrGizQxhZII++BsmehiEijcNhh60fw3d/hwCbPtvAEGHoLDL4JwuN8Eh5Alc3Bv5fv4h/LfqaixuG+/6w2kTw+vgcXdGvjs9gag/olERHxN4HSN9UnD7V68wSLFy/mvvvuc/+KYTKZPH7RsFgs9O3b15tTi4iInNyRCvW9J0HmV0YSn7nMaKvIh2V/huUvwMDrYNjtENupyUMMDbJwx8izmDwoib9+voMP1mUB8HNeOb98/QdGdmvN45f2JK11ZJPHJiIiIoHJq2nzb775JjExMbzyyiu89NJLmEwmPvjgA+bPn8+oUaOwWCz84Q9/aOBQRUREjmEyQdpIuO4juOUb6D0ZTIe7NVsFfP8yzBwAH9wEOZtOeqrG0jYqlOeu6sfCO85hUKdY9/3Ldhxk7Avf8KdPt1JSafNJbCIiIhJYvEred+7cydVXX83555/Peeedh8ViITc3l0GDBjFz5kw6d+7MSy+91NCxymFWq5XExESsVq8mToiIND+J/WDyv+Hu9TDkFrAaa85xOeDH9+CVETB3ojFS74O1b/2SY3j/1nT+fk1/EqNDAbA7Xfx7+S5GPvsV81btwR7A6+HVL4mIiL9pjn2TV8l7dXU1ycnJgDFFPjk5mR07drj/fcKECe65+9LwLBYLERERWCy+rawsIuJ3YlPgkr8axe0ueBTC44+2ZXwJcy6DVy+AzQuMtfNNyGQycVn/Dnx5/wXcO7oLoUFGF1x4qIbHP9rMpbOWs+Ln/CaNqaGoXxIREX/THPsmr5L3+Ph4ioqK3P/eoUMHMjIy3P8eHR1Nfv6ZfwHJzs5m4MCBPPzwwx73FxYW8uijjzJ8+HB69+7NhAkT+PTTT8/4+QKF3W6nqKgIu71pv3iKiASMiHi44CG4d/PhCvXHrHvP2QDv3wAvDoLVs6GmoklDCwu2cO/ornx5/wX8ol979/3bD5Qx9V/fc/OcNewpONSkMZ0p9UsiIuJvmmPf5FXyPmjQIN577z13gt61a1e+//57KiqML0Br164lJibmjAJzuVw8+uijHDrk+QWmpqaG66+/noULF3LJJZfwyCOPEBERwf3338977713Rs8ZKBwOBwUFBTgcjlMfLCLSkgWHw5BfwV3rYPJrxvT6I4p2w6IHYEZv+OoZqCis8zSNoX1MGDOnDOCD29LpmxTtvv+Lrblc9Pw3/GXxNsqqAmM9vPolERHxN82xb/Iqeb/pppvIzs5m9OjRFBYWMmnSJPLz85k4cSI33HADCxcu5Nxzzz2jwObPn8/atWtr3f+///2Pn376ibvvvpvHH3+cadOmMWfOHFJSUpgxY4bHtnUiIiKAUaG+9yS4+Wu4biGkXXi0raIAvnoKXugFi34DRXuaNLRBneL46PZzePbKfrRpZWxlU+Nw8srXmYx89mve/WEfTmfz2aNWREREvONV8t6zZ0/mzZvHiBEjiIuLIzU1ld/97nfk5eWxcuVKzj77bO6//36vg9q7dy/PPfccd955Z622ffv2AXDOOee47wsODmb48OHk5+dTUFDg9fOKiEgzZzJB6gUw/UO45VvocyWYDq+Fs1XA6leMCvXv3wg5G5ssLLPZxORBSSx74ALuGJlGsNXonvPLq/nNB5v4xT+Ws3pX084MEBEREf/iVfK+adMm+vTpw6xZs9z3TZkyhe+//57Vq1czd+5c4uLivArI6XTy8MMP061bN66//vpa7SkpKQBkZmZ63L93715CQkKIjo6u9RgREZFaEvvCpH8ZFeqH3gpB4cb9Lgdsfh9eOQ/mXA4Zy5qsQn1EiJUHx3Zn6X3nM653O/f9m7NLueqVldzxn3VkFTXtGn0RERHxD14l77fffjvPPfdcrfuDg4OJioo6o4DefPNNNm/ezFNPPYXZXDu8UaNGMWLECP72t7/x9ddfs2/fPl566SWWL1/O//3f/xEcHHxGzx8IzGYzkZGRJ3x/RESknmI7wbhnjAr1Ix/zrFCfuQzmXm4k8j++32QV6pPjwnnp2kG8ffMweiQe7Vc/25TDqOe+5rkvdlBR4z8FeNQviYiIv2mOfZPJ5ar/cELfvn357W9/y5VXXtmgwWRmZjJx4kTuvvtubrzxRqqrq+nbty8TJ07k6aefdh+3YcMG7r77bnJzc933XXrppTz77LOYTKY6zz9q1Kg62x566CESExPp2rWrx/1ms5mgoCCcTic2W+3CQSEhh9cn1tRw/FtptVqxWCw4HI5aVQ5NJhPBwcG4XC5qampqnTc4OBiTyYTNZqu1jt9isWC1Wk96XjC29DteUFAQZrP5pOc91Ws92XntdnutohAN8R6e7Lyneg+9/duc6rXW9z083fM2p/cwED/fJ3qtjf23aW7vYcB/vm0VBG15D/OqfxhF7Y7hiu6IY+htWM/+JQSHN8k1wuF08cG6/cz4MoOCQ0dfR5tWITxw0VlM6NMOq9XiX+8hzffzrWuErhHHnlffI3SNOELXCM/XqmvE6V8jduzYgclkok+fPrWe43he7Vg/evRoFixYwPjx4wkPD/fmFLU4HA4eeeQRevTowQ033FDncd9++y233norcXFxPP7447Rr144VK1bw9ttv43K5ePbZZ73+dcXpdLrX1B/RqlUr2rZti8PhqNUGcNZZZwGQl5dHVVWVR1vbtm1p1aoV5eXlHDx40KMtPDyc9u3b43K5Tnjezp07Y7FYyM/Pr1VxPz4+nlatWlFZWenxAwYYH87k5GQAsrKyan2QOnbsSHBwMEVFRZSWlnq0xcbGEh8fT3V1NdnZ2R5tVqvVvWQhJyen1oewQ4cOhIWFUVJS4rGNIEBUVBRt2rTBbrfXeq0mk4m0tDQAcnNza/3H2q5dOyIjIykvL6+1/WBERASJiYkn/LsBpKamYjKZyM/Pd++EcETr1q2Jjo6moqKi1nsYGhpKUlISwAnP26lTJ8xmM4WFhZSVlXm0xcXFERcXR1VVFfv37/doCwoKolMnY7uq/fv317pAJCUlERoaSnFxMcXFxR5t0dHRtG7dGpvNVisms9lMamoqAAcOHKh1cUlMTCQiIoKysrJaNSEiIyNp165dnZ/vI3+bgwcPUllZ6dHWpk0boqKiOHToEHl5eR5tYWFhdOjQATjxe5iSkoLVaqWgoIDy8nKPtvj4eGJjY6mqqiInJ8ejLTg4mI4dOwLGVpLHdwrJycmEhIRQXFxMSUmJR1tMTAwJCQnU1NSQlZXl0WaxWOjcuTNgfL6Pv/C3b9+e8PBwSktLKSz0XHfsj9eIhIQEYmJiqKys5MCBAx5tukYcddJrRPeriT77/6hc/y6mFTMJLdxmxFOyF+sXj8C3f4Oht5CdMApnaKzHYxvjGpHeFi6+K53ZK/bx2vJd2J0u8sqq+c2CLbz2bQYPXZTKyL6dfXaNyMvLc18jjvyIrmuEQdcIQ7O7Ruh7BKDvEUfoGnGUP10jjsR21llnYTKZ/PYaYbfbCQoKqnX+E/Fq5H3WrFm8/vrr7l8I4uPjsVgsnic2mXjmmWdO+5yzZ89mxowZzJkzx/3ht9lsnHfeeYwfP57HH3+cyMhIrr32Wnbs2MEnn3zi/o8P4NVXX+W5555jxowZjBs3rr4viR9//BEgIEbeHQ4H+/fvp3379id83/VrmEG/mHu+Vv1irl/Mjz0v6Bpx2p9vmw3TnuVYV72Iedcyj+Nc1jCc/aZiH3Krey/5xr5G/HyghD8v3s6yHZ5fMiYO6MCDY7oSH26p9djGfg/Ly8vJzs4mMTHR/VzN9fOta4SuEceeV98j9D3iCF0jPF+rP1wjqqurOXDgAJ06dSIkJMTvPt9HYqzPyLtXyXv37t1PfWKTiW3btp32OadPn87q1atPesxf/vIXnnjiCQYMGMDrr7/u0VZQUMDw4cO55ppr+OMf/3jaz3vEkeT9dN40X6uurmbfvn3uXwdFRKSJHPgRvpsJmz8wCtsdYTJDr4kw/G5o379JQvl250H+9OlWfso9OuoUFmThtgvSuPm8VEKDaifxjUX9koiI+JtA6Zvqk4d6NW1+6dKl3jzspB566KFaUytsNhs333wz5557LjfeeCNnnXUWISEhtX4VAdy/7HjxW4SIiMjpadcHJs2GUb+Flf+EdW8aW8y5nEZCv/kDYyu6c+6B1JHG1nSNZESX1iy6ewT/Wb2X55f8RHGFjUqbg+eX/MQ7P+zjkUu6M75P4klrwYiIiEjg8Cp5P7IGpSH17t271n1Hpky0bt2a4cOHA8b+7v/973/Zvn27xwyAd955B4Bhw4Y1eGwiIiIeYjrCuKfh/N/AD/+G71+GisPT2DO/Mm7t+sA590LPy8HiVXd7SlaLmevSU/hFv/bM+N9O5q7ag8PpIru4kjv/s543U3bz+wm96N1B26iKiIgEuoCrm3/fffcRFRXF9OnTeeGFF3j77be5//77mTVrFsOHD+fiiy/2dYgiItJShMfB+Q/CrzfD+OchtvPRtgM/wgc3wqwB8P2rUHOo7vOcoZjwYP7wi158fs8Izuva2n3/D7uLmPDicn7z/kbyyqpOcgYRERHxd16teW8qdW0Vl5WVxYwZM1i+fDnl5eUkJiYyYcIEbr31Vq/3eQ+kNe/H/sk0HVJExI84HbDtE/huBuxf79kWFgdDboYhv4KIhEYLweVysWxHHk9+uo3M/KM/GESGWLlj5Fn837kphFgbdj28+iUREfE3gdI31ScP9evkvSkFUvIuIiJ+zuWC3d/Cd3+Hn//n2WYNgwHXQvodENf5xI9vADV2J3NW7ubvS3dSVnW00m3HuHAeG9+DMT3b+vWXGRERkZZAybsXAil5r6mp4eDBg7Ru3drrmQYiItJEDmyGFTPhx/drV6jveTmccze0H9BoT19QXs3zS37irdV7cR7T4w9Pi+d3E3rSvV3UGT+H+iUREfE3gdI31ScP9WrN+//+9z9KSkq8eag0AJfLRWVlpSrri4gEgna94YpX4Z4NMOx2CIow7nc5YcsCePUCePMX8PNSY8S+gcVHhvDniX347O4RpKfGu+9fkVHAJX//lsc+/JGC8tp76taH+iUREfE3zbFv8ip5f+yxx3j11VcbOhYREZHmK6YjXPwXo7jdhY9D+DHr3nd9DfOugJdHwKb3wGGv+zxe6pEYxX9+NZSXrx1Ex7hwAJwumP/9Xi549iv+vXwXNoezwZ9XREREGoZXyXtNTQ3JyckNHYuIiEjzFx4H5x2uUH/pCxCXerQt90dYcBPMHADfv9LgFepNJhMX927HkvvO46GLuxMRbBSuK6uy86dPtzJ2xjcs257XoM8pIiIiDcOr5H3SpEnMmzeP7Ozsho5HRESkZQgKg7P/D+5cA1fNgfYDj7aV7IXFv4EXesGyp+BQfoM+dYjVwm0XpLHswQu46uwkjtStyzx4iBve+IHrX1vNz3llDfqcIiIicma8Klj3u9/9jk8//ZTKykqSkpKIj4/HYvHcdsZkMjFv3rwGC7SxBVLBOofDwaFDh4iIiKj1vouISIByuWD38sMV6pd4tllDj6lQn3rix5+BH7NKeOLTLfywu8h9n8VsYvqwTtw7ugsx4Scv9KN+SURE/E2g9E2NXm2+e/fupz6xycS2bdvqe2qfCaTkXUREmrkDm2HFLNj8PjiPWf9uMkPPy+Ccexq8Qr3L5eLTTTk8vXg72cWV7vtjwoO476KuTB3SEavFqwl7IiIiUgdtFeeFQEreA+VXJBEROUPF+2DVS7D2DbAdt/6983lGEp82Chpwv/Yqm4NXv8nkpa8yqLQd3dqua9tIfndpL87tkuBx7KIfc/jvlgMUlFUR3yqUsb3acUmfREKD1D+JiIjvBErOpOTdC4GUvFdXV7Nv3z6Sk5MJCQnxdTgiItLYKovgh3/D9y/DoYOebW37GEl8r8vBEtRgT5lTUslfP9/Bh+s969uM7tGWx8b34Oe8cu5/bwOllXbMJqNy/ZF/RoVZef7K/ozu2bbB4hEREamPQMmZmiR5r6mpYe7cuSxZsoSsrCxmzJhBWFgYCxYs4Pbbbyc+Pv7UJ/EjSt5FRMTv2apg41uwYiYUZnq2RXc01sQPnA7BEQ32lOv2FvHHT7aycV+x+z6LGRxOMAEn+hJhOvw/r04/m4uUwIuIiA8ESs5UnzzUq8Vr1dXVXHfddfztb39j27ZtFBQUYLPZ2LdvH/Pnz2fq1KkUFBR4c2oRERGpS1AonH1D3RXqP3/IqFD/5Z+h/GDd56mHgR1j+fC24bxwdT/aRhlffo5sB1/Xr/+uw//zwHsbqDpm6r2IiIh4z6vk/eWXX2bjxo38+c9/ZunSpRwZvB87diy///3vycrK4pVXXmnQQEVEROQws8UoXPerL+GXn0GXMUfbKovgm7/CjN7w6X21R+i9eTqziYkDkvjy/gu4qEeb03qMCyiptLN4c84ZP7+IiIh4mbwvWrSIyy67jEmTJnks/jeZTEyZMoUrrriCr776qqFilOOYTCbCwsIwNWCBIhERCUAmE6ScC9Peg9tWQL8pYLYabfYqWPNvmDUI3r0ested8dNFhFixmM2YT7P7MZvgv5tzz/h5RURE6qs55kxeJe/79++nf//+dbb37duXAwcOeBuTnEJwcDAdOnQgOPjk++6KiEgL0rYXTHwZ7tkI6XdCcKRxv8sJWz+C2SPhjUth5/+MPeW9VFxRg/M0H+50wZo9RXywNov9x2w/JyIi0tiaY85k9eZBrVq1Ouma9j179tCqVSuvg5KTO7bGYHP6JUlERBpAdBKM/TOc9wCseQ1WvQyH8oy23d8at7a9D1eon1jvCvUx4cHuqvKnI7+8mvvf2whASnw46WnxDEuNJz0tnjatQuv13CIiIqerOeZMXo28Dxs2jPfee4+ysrJabbt37+btt99m8ODBZxycnFhNTQ0ZGRnU1NT4OhQREfFXYbEw4n6490eY8HeISzvalrsZFvwKZg4w9pGvLj/t047p1fa0E/fj7S6o4K3V+7jn7Q0M+fNSRj//Nb/9aDOLf8yh8JD6NBERaTjNMWfyaqu4Xbt2MXnyZKKjozn//PN5++23ueaaa3C5XCxcuBCn08k777xD9+7dGyPmRqGt4kREpFlzOmD7Z/DdDMhe69kWGgNDfgVDboHI1ic9TZXNwZCn/kdZpb3OavNgbBfXKtTKi1MHsnZPESszCli/rwibo+5HdW/XiuFpCaSnxTOkcxzRYQ23b72IiLQsgZIzNck+75s2beLRRx/l559/9ri/Q4cOPPnkk6Snp3tzWp9R8i4iIi2CywV7VsB3f4ed//Vss4ZC/6nGmvn4tBM/Hvjf1lx+NXcNuE6+z/vs6Wcz+ph93itrHKzdU8SKjHxWZhawKasERx3D+GYT9O4QTfrhKfaDU+KICPFqtZ+IiLRAgZIzNUnyfsT27dvZtWsXLpeLpKQkevfujdns1Wx8n1LyLiIiLU7uVlgxC358F5z2YxpM0PMXxrr4DoM8H1O8DyoKWLWrkBeW7KC82uFeA3/kn5EhFu67qBtDO8dBeDzEJJ/w6cur7fywq5CVmQWsyMhny/7SOmvpWc0m+iZFu0fmB3WKJTTIcuKDRUSkxQuUnKnRk/c33niDX/ziF8TFxdU/Oj+l5F1ERFqskixj7fvaN6DmuPXvKSPgnHvhrFHGcS8OAnv16Z/bGgJ3rq0zgfcIo8LG97sKWJFRwKrMArYfqF1b54hgi5kBHWNIT4tneFoC/ZNjCLYG3uCBiIg0jkDJmRo9ee/evTtBQUGMHDmSSZMmMWLEiIAcbT9WICXvLpcLh8OBxWJpNpUTRUTED1QWH65Q/9LRCvVHtOkFvS6HZX+u/3lv/hra96/3wwrKq1mVWcjKzHxWZBSQefBQnceGBpk5u1Mc6WnGNPu+HaKxWgL7u4mIiHgvUHKmRk/ev/rqKz788EOWLVuGzWYjISGBiRMncsUVV5CSklLvgP1BICXvIiIijcpWBZveNqbUF/x86uNPxcvk/Xi5pVWsyixgxc8FrMwsYG9hRZ3HRoZYGZwS6x6Z75EYhcXsv1/eRESkZWqyNe9lZWV89tlnfPTRR2zYsAGTycSAAQOYPHky48aNIywszNtTN7lASt5tNhsFBQXEx8cTFKRKvCIi0kicDtixCJbPgOw13p+ngZL342UVVbAyw0jkV2YUkFNSVeexUaFWhqbGM/zwyHzXNq0wK5kXEWm2AiVnatKCdUfs2bOHTz75hEWLFrFr1y7Cw8NZu3btqR/oJwIpeQ+U9RsiItJMuFywdyUsfcL4Z301UvJ+LJfLxZ6CisPF74xkPr+87rX58RHBDEuNZ1iakdCnJkT49bRKERGpn0DJmeqThzbYnivV1dXY7UalWpfLFfBr4EVEROQwkwk6DYeLn4ZXz/d1NCdkMplISYggJSGCKUM64nK5+Dmv3D0qvzKzgOIKm/v4gkM1fPZjDp/9mANAm1Yhh6fYx5OemkByXJiSeRER8StnlLwfPHiQTz/9lIULF7Jjxw4AhgwZwq233srYsWMbJEARERGR+jKZTHRp24oubVtxXXoKTqeL7QfKDifz+XyfWUhZ9dHt8fLKqlm4YT8LN+wHoENMmFH87vA+8+1jAmcpoIiINE9eJe8LFy7k448/ZtWqVTgcDhITE7n11lu54oorSE4+9VYwIiIi0oLsWATxZ0FIpM9CMJtN9GwfRc/2Udx4bmfsDidb9pe6R+Z/2F1IRY3DfXx2cSXvr83i/bVZAKTEhx+uZJ9Aemo8rVv57xRMERFpns5oq7hRo0YxadIkzj333ICfWhZIa97tdjtlZWW0atUKq7XBVj6IiIic3P4N3k+bD24Fva+AgddDh4HGVHw/YnM42ZRVzMoMY8382j1FVNuddR7fpU2ke2R+WGo8sRHBTRitiIicSqDkTI1esG7OnDn84he/ICYmpt7B+atASt5FRER84kyS92O16QUDr4O+V0F43JmfrxFU2Rys31vMyswCVmUUsH5fETZH3V+ZeiRGkX64mv2Q1DiiQv23srGIiPiPJqs273K52Lx5M1lZWQQHB9O+fXt69Ojh7el8KpCSd4fDQVVVFaGhoVgsFl+HIyIiLYW3yXv3SyHzK6gp97zfEgI9JhiJfMoI8ONitxU1dtbuKXKPzP+YXYLDeeKvUGYT9OkQzbDDI/ODU+KICPHfUR8RkeYoUHKmJkne161bxyOPPMLevXs97u/YsSN//vOfOfvss705rc8EUvIeKNseiIhIM+Nt8n7z18aa9y0fwro5kLW69jGxKTBgOvSfBlGJZxppoyursvHD7kJ3Jfst+0up6xuV1WyiX3KMe2R+YKdYQoP894ukiEhzECg5U6Mn7xkZGUyePBmbzcaECRPo0qULDoeDnTt3smjRIoKCgliwYAGdO3euf/Q+ouRdRETkFIr3wYuDwF73/um1WEPgzrUQc0xB27xtsG4ubHwLKgs9jzeZoctYGDgduowBS2BMPy+uqOH7XYeT+YwCduSW1XlssNXMwI4xpKcmkJ4WT//kGIKt/jvrQEQkEAVKztToyfv999/PV199xVtvvUXXrl092n766SeuueYaxowZw9NPP13fU/uMkncREZHTULwPKgo87qqx2cg9cIC27doRHHRcsh0e75m4H8tebVSiXzcHMpYBx30liWwL/acaI/LxaQ33GppAfnk1q47ZYz7z4KE6jw0LsnB2SizDDo/M9+kQjdWiZF5E5EwESs5UnzzUqwVYK1euZMqUKbUSd4CuXbsyZcoUPvnkE29OLSIiIv4sJrlWMu6qrqbaFourXTLU5wuSNQR6TTRuRXtgw3xYPw9Ks4328lxY/oJxSxlhrI3vMQGC/H/P9YTIEC7t255L+7YHILe0yj0qvyIzn32Fle5jK20Ovt2Zz7c78wGIDLEyOCWW4WnGyHyPxCgsZv+qzi8iIk3Pq+S9tLSUpKSkOtuTk5MpKiryOig5OZPJRHBwcMBvzyciIs1Dg/RLsZ1g5KNw/kOQ8SWsexN2LAan3Wjf/a1xC42GvlcbiXw7/58td0TbqFAuH9CBywd0AGBfYYW7kv3KzAJySqrcx5ZX21m24yDLdhwEIDosiKGd40hPi2d4WgJd20bqO4CIyCk0x5zJq2nzo0ePZsiQITz11FMnbH/kkUdYvXo1S5cuPeMAm0ogTZsXERFpEcrzjHXx6+ZAwc+129sPMKbU95lsJPUByuVysbugwj3FfmVGPvnlNXUeHx8R7K5kn54WT2pCRLP6cioi0pI0+rT50aNHM2fOHAYPHszEiRM92j744AMWLlzItGnTvDm1iIiIiCGyDZxzDwy/G/auMpL4LR+C/fCU8/3rjdt/HzOm3g+8DjoOgwBLZE0mE50TIuicEMHUoR1xuVz8nFfOisPT7FftKqC4wuY+vuBQDZ9tyuGzTTkAtI0KcSfyw9MSSI4L99VLERGRRuTVyHtpaSmTJk0iKyuL5ORkUlNTAaMKfVZWFomJiXzwwQfExsY2eMCNJZBG3qurq8nOzqZDhw5+XXxBRERahibtl6pK4Mf3jUQ+Z0Pt9vguRhLfbwpEtm7cWJqI0+li24FSI5HPLOD7zELKqu11Ht8hJozhaUYyn54WT2K0/9cIEBFpaIGSMzXJPu8FBQU899xzLFmyhLIyYzuUyMhILrroIu6//34SEhK8Oa3PBFryHgiVE0VEpGXwWb+Us9HYcm7Tu1Bd4tlmtkK3S2Dg9ZA2EszNZ191u8PJlv2lxsh8ZgFrdhdSUeOo8/jOCREMOzwyn54aT+tW+u4gIs1foORMTZK8H+FyuSgqKsLlchEXFxewa66UvIuIiHjH5/2SrRK2fmyMxu9ZXrs9KgkGTIMB10JMx6aPr5HV2J1syip2r5lfs6eIGruzzuO7tIl0j8wP7RxPbERwE0YrItI0fN43naYmTd6bCyXvIiIi3vGrfqkgA9bPhfXz4VDecY0mYxR+4HXGqLy1efahVTYH6/cWu4vfbdhXjM1x4q97JhP0aBflHpUfkhpHVGhQE0csItLw/KpvOgkl715Q8i4iIuIdv+yXHDbY+YUxGr/zC3AdNxIdHm+six8wHdp0902MTaSixs6a3UWHk/kCNmUV46zj25/ZBH06RJN+eI/5wSmxhAd7Vd9YRMSn/LJvOgEl714IpOTd6XRis9kICgrCbDb7OhwREWnh/L5fKt0PG+Yb6+OL99RuTx5qjMb3vBxCIps8vKZWVmXjh92FrMwoYEVGAVtzSqnr26DVbKJ/cox7ZH5gp1hCg5pP/QARab78vm86TMm7FwIpeRcREREvOJ2w+xtjNH7bJ+A4bi/14FbQ+wqjyF2HgQG35Zy3iitqWJVZyKrDI/M7csvqPDbYamZgxxiGHx6Z75cUQ7DVf78Ui4j4OyXvXgik5N1ms1FcXExMTAxBQVqXJiIivhWQ/VJFoVGlft2bkLe1dnubXsZofN+rIDyu6ePzofzyancivzKjgMz8Q3UeGxZk4eyUWPfIfJ8O0VgtSuZFxPcCpW9q9OT9xRdfZMyYMXTt2vWE7Rs3buS9997jySefrO+pfSaQkvdAWb8hIiItQ0D3Sy4XZK8zkvjNH0BNuWe7JQR6TDAS+ZQR4MdTLxvLgZIqVmbmu6vZ7yusrPPYyBArQzrHMTwtnmGp8fRMjMJsbhkzGETEvwRK31SfPNSrCiQvvvgiKSkpdSbv69atY+HChQGVvIuIiEgLZDJB0iDjNvYp2PKhMa0+a7XR7qiGze8bt9gUo8Bd/2kQlejTsJtSu+hQJg5IYuKAJAD2FVawMrOAVYfXzB8orXIfW15t58vteXy53aj0Hx0WxLDUONJT40lPS6Br28iA3VZYRMTXTmvkfc+ePdx00004nUal1uzsbOLi4ggLC6t1rMvlIi8vjw4dOvDf//634SNuJBp5FxER8U6z7JfythkF7ja+BZWFnm0mM3QZCwOnQ5cxYPHf6ZiNzeVysbugghUZxsj8qswC8str6jw+ITKYoanGFPvhafF0TohQMi8ijSJQ+qYGH3nv1KkT6enpfP311wCYTCYcDgd2u73WsRaLhR49enDffffVJ2YRERER/9GmB1z8FIz+PexYZIzGZywDXMa2cz8tNm6RbaH/VGNEPj7N11E3OZPJROeECDonRDBtaCdcLhc788rd6+VX7SqguMLmPj6/vIbPNuXw2aYcANpGhRjF71LjSU+LJzku3FcvRUTE73m15r179+787W9/Y8KECY0Rk08E0si73W53F1+wWrX3qoiI+FaL6ZeK9hhbzq2fB6XZtdtTRhhr43tMgKDasxNbIqfTxbYDpe5kfvWuQsqqaw/+HJEUG+ZO5NPT4kmM1vsoIt4JlL6p0QvWnWzafKAKpORdREREfMjpgIwvjSJ3OxaD87hkNDQa+l5tJPLt9L3iWHaHk837S93F737YVUilzVHn8Z0TItyV7IelxtO6lf9OfRUR8UaTbRVXXV1NcXExDseJL7rt27f39tRNLpCSd6fTSU1NDcHBwZhbYNVbERHxLy26XyrPM9bFr5sDBT/Xbm8/wJhS32eykdSLhxq7k01Zxaw8XPxu7d4iauzOOo/v2jbSPTI/LDWemPDgJoxWRAJJoPRNjZ68l5eX88QTT7B48eITrnsHYw3U1q0n2DfVTwVS8h4oxRdERKRlUL+EseXc3lVGEr/lQ7Aft52aNQx6TTRG4zsOM6rcSy1VNgfr9hax6vDI/Pq9xdidJ/6qajJBj3ZRDD88xX5w5ziiQltu8UAR8RQofVOjbxX3wgsv8PHHH9OxY0d69OhBcLB+9RQREZEWzGSCTunGbdzT8OP7RiKfs8Fot1fCxv8Yt/guRhLfbwpEtvZp2P4mNMjC8LQEhqclAFBRY2fN7iJWZhoj8z9mFXMkl3e5YGtOKVtzSvnX8l2YTdAnKcY9Mj84JZbwYP9d5yoiUl9ejbyPGDGCbt26MXv27GazvYdG3kVERLyjfukkcjYaW85teheqSzzbzFbodgkMvB7SRoLZ4psYA0hplY0fdhW618xvzSmlrm+yQRYT/ZJiGJ4Wz7C0eAZ2jCU0SO+xSEsRKH1To4+8l5SUMHbs2GaTuIuIiIg0isR+ML4fjPkTbP3YGI3fs9xoc9ph28fGLSoJBkyDAddCTEffxuzHokKDGNWjLaN6tAWguKKGVZmFrMosYEVGPj/llruPtTlcrNlTxJo9Rcz88meCrWYGdYx1V7LvlxRDsNV/18GKiBzPq+S9U6dO5ObmNnQsUg8Wi345FhER/6F+6RSCwqDf1catIAPWz4X18+FQntFemgVfPwNf/9UYhR94nTEqb/Xf0SJ/EBMezMW923Fx73YAHCyrZlWmMSq/KqOAzPxD7mNr7E5WHm5jCYQFWTg7xUjmh6cl0Lt9FFaLknmR5qS59U1eTZt/9913eeGFF/jggw8CqqL8yQTStHkRERFpBhw22PmFMRq/8wtwHVdlPTzeWBc/YDq06e6bGAPcgZIqVmbmu6vZZxVV1nlsqxArQzrHuSvZ90yMwmzWLFMRaVyNXm1+9uzZvP322+Tn5zNgwAASEhJqld83mUw888wz9T21zyh5FxEREZ8p3Q8b5hvr44v31G5PHmqMxve8HEIimzy85mJfYYV7vfzKjAIOlFbVeWxMeBBDO8eRnhrP8LMS6NImUktGRaTBNXry3r37qX/9NZlMbNu2rb6n9plASt5ramrIyckhMTFRlf5FRMTn1C81IKcTdn9jjMZv+wQcNZ7twa2g9xVGkbsOA7Xl3BlwuVzsyj/kTuRXZhRQcKimzuMTIoMZdriSfXpqPJ0TIpTMi/ixQOmbGj15z87OPq3jOnToUN9T+0wgJe+BUjlRRERaBvVLjaSi0KhSv+5NyNtau71NL2M0vu9VEB7X9PE1My6Xi5155az4Od9YM59ZSEmlrc7j20WFuhP59LR4kuPCmzBaETmVQOmbGj15b46UvIuIiHhH/VIjc7kge52RxG/+AGrKPdstIdBjgpHIp4wAs4quNQSn08XWnFKjAF5GAd/vKqS82l7n8UmxYQxPOzIyn0C76NAmjFZEjhcofVOTJe+ff/45S5YsITs7m0cffZTw8HC++eYbpk6dSmhoYF2wlLyLiIh4R/1SE6ouhy0fGtPqs1bXbo9NMQrc9Z8GUYlNHl5zZnc42by/lBUZRgG8NbuLqLQ56jw+NSGCYceMzCdE6r8NkaYUKH1ToyfvTqeTe++9lyVLluByuTCZTLz22muUlpZyzz330L9/f/71r38RGRk4BVWUvIuIiHhH/ZKP5G0zCtxtfAsqCz3bTGboMhYGTocuY8AS5JsYm7Eau5ONWcXu9fJr9xZRY3fWeXzXtpEMT0tgWGo8w1LjiAn33zW4Is1BoPRNjZ68v/766zzzzDPcfvvtXHzxxfziF7/g9ddfp2/fvrz00kv861//4o477uCuu+6qf/Q+EkjJu9PppKqqitDQ0FpV/kVERJqa+iUfs1fDjkXGaHzGMuC4r3aRbaH/VGNEPj7NJyG2BFU2B+v2FrmT+Q37irE7T/w122SCnolR7lH5IZ3jaBWqH1hEGlKg9E2NnrxPmDCBjh078o9//IOioiLS09N5/fXXSU9PB+DXv/41O3bsYNGiRfU9tYfs7GwmTJjAmDFjePrppz3aPvjgA+bMmcOuXbto3bo148eP5/bbb/d6un4gJe8iIiIiJ1S0x9hybv08KD1BgeGUEcba+B4TICis6eNrQQ5V21mzp8i9Nd2PWcXUkctjMZvo3SHaWDOfGs/ZKbGEB1ubNmAR8Yn65KFeXRX27NnDNddcU2d7eno6y5Yt8+bUbi6Xi0cffZRDhw7VavvnP//J3//+d0aOHMmUKVPYtGkTr7zyCllZWTz//PNn9LyBwG63U1paSlRUFFarLuwiIuJb6pf8SGwnGPkonP8QZHxpFLnbsRichwut7f7WuIVGQ9+rjUS+nQYuGkNEiJXzu7bm/K6tASitsvHDrkJWZhSwIqOAbQdKOTKE5nC62LivmI37innpqwyCLCb6J8eQnhrPsLR4BnaMJTTI4sNXIxJ4mmPf5NWrCAsLo6Kios72vLy8M15XMH/+fNauXVvr/t27d/PPf/6TcePG8cILL2AymbjmmmuIiIhgzpw53HHHHaSlNe8pYQ6Hg8LCQiIiIprNB1FERAKX+iU/ZLZAl4uMW3mesS5+3Rwo+NloryqB1a8at/YDjCn1fSYbSb00iqjQIEb1aMuoHm0BKDpUw/e7Ctwj8z/lHt1FwOZw8cPuIn7YXcTML38m2GpmUMdYdzX7vkkxBFv9dxqwiD9ojn2TV69iwIABfPjhh9xwww212goLC3n77bfp37+/10Ht3buX5557jjvvvJMXXnjBo23hwoXYbDYefPBBTCaT+/6pU6cSERGBdr4TEREROUZkGzjnHhh+N+xdZSTxWz4Ee6XRvn+9cfvvY9BrojEa33GYsTBbGk1sRDAX907k4t7GrgAHy6qNbekOb023K//o7NMau9O4P7MAlkBYkIXBnePca+Z7t4/CalEyL9LceZW833777UydOpVrrrmGMWPGYDKZWLt2LZs3b2bOnDkUFRVx0003eRWQ0+nk4Ycfplu3blx//fW1kvc1a9bQuXNnOnToAEBVVRVWq5XOnTtz7733evWcIiIiIs2eyQSd0o3buKfhx/eNRD5ng9Fur4SN/zFu8V2MJL7fFIhs7dOwW4rWrUKY0K89E/q1ByCnpNJd/G5FRgHZxZXuYyttDr756SDf/HQQgFYhVoZ0jjP2mE+Lp0e7KMxm/fgi0tx4lbz37duXv//97zz++OPuNeb/+Mc/cLlcRERE8Oc//5nBgwd7FdCbb77J5s2b+eijj05YFXDXrl1069aN7777jr/+9a9s376d4OBgxo0bx29/+1tatWrl1fOKiIiItBih0TD4RuOWs9HYcm7Tu1BdYrQX7IQlv4Wlf4Rul8DA6yFtpDEdX5pEYnQYVwxM4oqBSQDsK6xwT7FfkZFPbmm1+9iyajtLt+exdHseADHhQQzrHO9O5ru0ifSYsSoigcmravNHVFVVsXz5cnbv3o3T6SQpKYkRI0Z4nUBnZmYyceJE7r77bm688Uaqq6vp27cvEydOdFeb79evHwkJCeTn53PttdfSv39/1qxZw5w5cxgwYABz587FYjlxxzJq1Kg6n/uhhx4iMTGRrl27etxvNpsJCgrC6XRis9lqPe7I2v6amppaU/atVisWiwWHw4HdbvdoM5lMBAcH43K5qKmpqXXe4OBgTCYTNpsNp9Nzz1CXy0VJSQnR0dG1LsRHzgvG3obHCwoKwmw2n/C8FosFq9V6ytd6svPa7XYcDodHW0O8hyc776neQ2//Nqd6rfV9D0/3vM3pPfTm833kPWzKvw2c/D1s7L9Nc3sPW8rn+1SvtSVdIyoqKigqKiI6OpqgoCCP8za3z3ezvkbYKrH89BnWjf+BPctrndMV1QH6T8M0cDq2iERdI3x4jaiqqmJ3QQWrdhXx/a4ivt9dSOGh2u/NEQmRwQxLjSc9NY6zO0bTKS7M4zukv76Hukb42TWCwPoeYbPZKCkpoU2bNgQFBfnd5/vIa92xYwcmk6nxqs0fERoayujRo8/kFG4Oh4NHHnmEHj16nHAt/RE1NTVkZWXxu9/9jmnTpgFw0UUX0apVK2bNmsXSpUsZM2aMVzE4nU727dvncV+rVq1o27YtDoejVhvAWWedBRhF+qqqqjza2rZtS6tWrSgvL+fgwYMebeHh4bRv3x6Xy3XC83bu3BmLxUJ+fn6tivsJCQm0bduW8vJyDhw44NEWEhJCcnIyAFlZWbU+SB07diQ4OJiioiJKS0s92mJjY4mPj6e6uprsbM/tZaxWKykpKQDk5OTU+hB26NCBsLAwSkpKKCoq8miLioqiTZs22O32Wq/VZDK5Cwzm5ubW+o+1Xbt2REZGUl5eTn5+vkdbREQEiYmJJ/y7AaSmpmIymcjPz69VYLF169ZER0dTUVFBbm6uR1toaChJSYd/5T7BeTt16oTZbKawsJCysjKPtri4OOLi4qiqqmL//v0ebUFBQXTq1AmA/fv317pAJCUlERoaSnFxMcXFxR5t0dHRtG7dGpvNVisms9lMamoqAAcOHKh1cUlMTCQiIoKysjIKCgo82iIjI2nXrl2dn+8jf5uDBw9SWVnp0damTRuioqI4dOgQeXl5Hm1hYWHupS0nOm9KSgpWq5WCggLKy8s92uLj44mNjaWqqoqcnByPtuDgYDp27AgYW0ke3ykkJycTEhJCcXExJSUlHm0xMTEkJCS4ryHHslgsdO7cGTA+38d3KO3btyc8PJzS0lIKCws92vz1GhETE0NlZaWuEbpGNMk1oqioiMrKSo/rhK4RhoC7RrQ+j+QbpkFBBkVfzqJVxsdYq4zPhak0G775K3zzN5zJ51CYcimHks4Hi/ElVNcIQ1NcI3JycrA6HJzbDs5tF4NrWDSVwbGsyyrj6+05rNlbQln10c9/fnkNn27K4dNNxn8zCeFW+rcPp3/7cAZ2iGB4v+6AvkfoGmFobt8jjvyo7K/XCLvd7o7xVLweec/JyWHFihXk5ubW+uCD8Ubdcccdp32+2bNnM2PGDObMmeP+8NtsNs477zzGjx/P448/TmRkJMOGDaOyspINGzZ4VLTPzs7mwgsv5Nprr+W3v/1tvV/Pkf31AmHk3WQyuX8tPVFboPwadvx5/fXXsLpea0saVWtJv/bqF3NdI449r64Rp/ceVlVVYbfbsVgs7iVvzfXz3eKuEQ4b5oz/Yd44H3PG/zC5jpsNGBaPo8+VOPtNw9y2p64R+Mc1osZmZ0duGasyi/h+dxE/7CniULWj1mOOSI4LIz01niGdYhiSEkvbqKPfsfU9wvO8ukYEzvcIp9OJw+EgPDwcs9nst9eI+oy8e5W8f/vtt9x1111UV1fXWd3dZDKxbdu20z7n9OnTWb169UmP+ctf/sK//vUv8vLyWLNmjUdbVVUV/fr185hiXx9HkvfTedN8rbq6mn379rl/HRQREfEl9UstROl+2DDfWB9fvKd2e/JQo8hdz8shJLLJw5O62R1OfswucVey/2F3IVW22oNvR6QmRLjXyw9LjSchUv9dS+AJlL6pPnmoV9PmX3jhBUJCQnjwwQfp1KlTnWvM6+Ohhx6qNbXCZrNx8803c+6553LjjTdy1llnsXLlSjIyMsjNzaVt27buY49MZUhMTDzjWERERETkOFHt4bwH4dz7Yfc3RqX6bZ+A4/CI1L7vjdvih6H3FUaRuw4DteWcH7BazAzoGMuAjrHcfsFZ1NidbMwqZsXPBazMzGfd3mJq7EeT+cz8Q2TmH2L+93sB6Na2lTuRH5YaR0x4sK9eikiL5lXynpmZyV133eVec94QevfuXeu+I1MmWrduzfDhwwGYMGECH3/8MbNnz+bxxx93H/v6668Dxvp3EREREWkkZjOkXmDcKgqNKvXr3oS8rUZ7TZnx7+vehDa9jNH4vldBeJwvo5ZjBFvNDE6JY3BKHPfQhSqbg3V7ig5Xsi9g475i7M6js2t35JaxI7eMN1bsxmSCnolRDD88Mj84JY5Woae3XldEzoxXyXtcXBxW6xnVuvPaeeedx6WXXsrcuXMpKChg6NChrFy5ks8//5wpU6bQs2dPn8QlIiIi0uKEx8GwW2HoLZC9zkjYN38ANYeLiOVtgc8fgiW/gx4TjEQ+ZYTxA4D4jdAgC8PPSmD4WQncDxyqtrNmTxErMvJZlVHAj9klHMnlXS7Ysr+ULftLmf3tLixmE306RBvT7FPjOTsllvBg3+QJIs2dV/9lXXnllbz//vtcc801Plk/8Mwzz9C9e3fef/99lixZQvv27XnooYdOWqVeRERERBqJyQRJg4zb2Kdgy4fGtPqsw/WMHNWw+X3jFpsCA6ZD/2kQpeWO/igixMr5XVtzftfWAJRW2VidWegemd+Wc3Spq8PpYsO+YjbsK+alrzIIspjonxxDeloC6anxDOgYQ2jQmS+xFREvC9Y5HA5uu+02fvrpJ84//3xat25d+8T1rDbva4FUsE5EREQkIORtMwrcbXwLKj23yMJkhi5jYeB06DIGLJp6HSiKDtXw/S4jkV+ZUcDOvPI6jw2xmhnUKZb0VGOafb/kGIIsmnkhckR98lCvkvclS5bw61//ulbZe48T17PavK8peRcRERFpJPZq2LHIGI3PWAYc9/Uzsi30n2qMyMen+SRE8V5eWRWrMgtZmVHAqswCduUfqvPY8GALZ6fEGWvmU+Pp1T4Kq5J5acEaPXmfMGECeXl53HbbbaSlpdW5/j09Pb2+p/aZQErea2pqyMvLo02bNu49AkVERHxF/ZLUS9EeY8u59fOgNLt2e8oIY218jwkQFNb08ckZyympZGXG0ZH57OLKOo9tFWJlaGocww6PzPdoF4XZrB0K5MwFSt/U6Ml73759ueeee7jxxhvrH52fCqTkPVD2LBQRkZZB/ZJ4xemAjC+NInc7FoPzuBmdodHQ92ojkW/n/9/PpG77CitYkZHPyowCVmYWkFtaXeexseFBDO1sJPLD0+I5q00kJm03KF4IlL6p0fd5T0hIIChI65JERERExEtmC3S5yLiV5xnr4tfNgYKfjfaqElj9qnFrP8BI4ntPhtAo38Yt9ZYcF87VcR25enBHXC4XmfmHjET+8DT7gkM17mOLKmx8vuUAn285AEBCZIi7kn16Wjwp8eFK5qXF8mrk/cUXX2Tx4sW8++67RERENEZcTU4j7yIiIt5RvyQNxuWCvauMJH7Lh2A/brp1UDj0mmgk8slDjSr3EtBcLhc/5Za7R+ZXZRZQWlV3Xa3E6FB3Ip+eFk9SbHgTRiuBJFD6pkYfee/cuTMVFRWMHTuWESNGkJCQUGvdu8lk4u677/bm9CIiIiLSEplM0CnduI17Gn5830jkczYY7bYKY738hvkQ38VI4vtNgcjaOx9JYDCZTHRr14pu7VpxwzmdcThdbMspPbxmPp8fdhdRXn00mc8pqWLB+mwWrDfqJSTHhTE8NcGdzLeNCvXVSxFpdF6NvHfv3v3UJ1a1+UbjcDioqKggPDwci0X7ZoqIiG+pX5JGl7PR2HJu07tQXeLZZrZCt0tg4PWQNtKYji/Nht3h5MfsElYcHpX/YXchVTZnncento4gPTWe4WkJDEuNIz7Sf0dcpXEFSt/U6AXrVq9efVrHDRkypL6n9plASt5FREREWiRbJWz92BiN37O8dntUEgy4FgZMg5iOTR+fNLpqu4ON+0rcI/Pr9xZT46g7me/WtpV7VH5Y53iiw1W3S/xLoyfvzVEgJe8Oh4Py8nIiIyP9+lckERFpGdQviU8UZMD6ubB+PhzKO67RBGkXGtPqu10CVv/dJkrOTJXNwbo9Rca2dJkFbNxXjN154vTGZIJe7aPcI/ODO8cRGeLVKmIJAIHSNzVZ8v7jjz+yZMkSsrOzueWWWwgPD2fLli2MGTMm4KpABlLyHijFF0REpGVQvyQ+5bDBzi+M0fidX4DruFHY8HhjXfyA6dDm1Es/JbAdqrbzw+5CVmYWsCqjgB+zS6gjl8diNtGnQzTDD4/Mn90pjrBg/03ypH4CpW9qkuT9L3/5C3PmzMHlcmEymXjttdc4dOgQd955J6NGjWLGjBkBtZ2ckncRERHvqF8Sv1G63yhmt24uFO+p3Z481BiN7zURgpvHjklyciWVNn7YVegemd+WU1rnsUEWEwOSYxl2eI/5AR1jCLEqmQ9UgdI3NXq1+Q8//JA333yTyy67jEsuuYRbbrkFgH79+nHJJZewePFi5s+fzy9/+UtvTi8iIiIiUn9R7eG8B+Hc+2H3N8Zo/LZPwHF4H/F93xu3xQ9Dn0lGIt9+oLaca8aiw4IY3bMto3u2BaDwUA3fZxqJ/MqMAnbmlbuPtTlcrN5dyOrdhcxcupMQq5lBnWLdI/N9k2IIsph99VJEvEve582bx5AhQ3jmmWcoKipy39+6dWuef/55SkpKWLBggZJ3EREREWl6ZjOkXmDcKgqNKvXr3oS8rUZ7TRmsfcO4te1tJPF9roTwON/FLE0iLiKYcX0SGdcnEYC8sipWZRay8vA+87sLKtzHVtudrMgoYEVGAQDhwRYGp8SRfnhkvlf7aCxm/fAjTcer5D0jI4P77ruvzvbRo0fz17/+1eug5ORMJhPh4eEBV1dARESaJ/VL4tfC42DYrTD0FsheZyTxmz+AmsMjrrmbYfFv4IvfQo8JRiKfMsL4AUCavTatQvlFv/b8ol97APYXV7Iy4+jIfHZxpfvYihoHX/90kK9/OghAq1ArQzvHkZ6WQHpqPN3btcKsZN5vNMe+yavk3WKx4HTWvSVDaWmpX1f0C3TBwcG0b9/e12GIiIgA6pckQJhMkDTIuI19CrZ8aEyrzzq8BbKjGja/b9xiU4wCd/2nQVSiT8OWptU+JoxJg5KYNCgJl8vFvsJKVmbmG2vmMwrIK6t2H1tWZed/2/L43zZjt4PY8CCGpca7R+bTWkc2q8Qx0DTHvsmr5L13794sXrz4hNPiq6qqWLBgAT169DjT2KQOLpfLXShQFwQREfE19UsScEIiYeB045a3zShwt/EtqCw02ot2w5d/gmV/hi5jjdH4LmPAom3FWhKTyUTH+HA6xnfk6sEdcblcZOYfYkWGUcl+ZWYBhYdq3McXVdhYvPkAizcfAKB1qxCGpRqJfHpqPJ3im9cosL9rjn2TV9Xmv/32W26++WZGjhzJuHHjePDBB3niiSeIjIzklVde4aeffmLWrFmMHj26MWJuFKo2LyIi4h31S9Is2KthxyJjND5jGXDcV+TIdtB/Kgy4FuLTfBKi+Ben08VPeWWsPLwu/vvMAkqr7HUenxgdSvrhRD49LZ6k2PAmjLblCZS+qUm2ips/fz5PP/00drvd/YsGGL9Q3XXXXdx2223enNZnlLyLiIh4R/2SNDtFe4wt59bPg9Ls2u0pI4zR+B4TICis6eMTv+RwutiWU8qKw8XvVu8q5FCNo87jO8aFk54az/CzjIS+TVRoE0bb/AVK39QkyTtAbm4un3/+Obt378bpdJKUlMSYMWPo1KmTt6f0GSXvIiIi3lG/JM2W0wEZXxpF7nYsBudxo6qh0dD3aiORb+f/3yGladkcTn7MLjEK4GUUsGZPIVW2uuuGpbaOODzFPoFhqXHER+p6eiYCpW9q9OR969at9OzZs/6R+TEl7yIiIt5RvyQtQnmesS5+3Rwo+Ll2e/sBRhLfezKERjV9fOL3qu0ONu4rcY/Mr99bTI2j7mS+e7tW7jXzQzvHEx0e1ITRBr5A6ZsaPXnv3r07PXr0YNKkSUyYMIHo6Oj6R+lnlLyLiIh4R/2StCguF+xdZSTxWz4Ee6Vne1A49JpoJPLJQ40q9yInUGVzsHZP0eE18/lsyirB7jxxamYyQa/2UQw/vC3d4M5xRIaogOLJBErf1OjJ+zPPPMOnn37KwYMHCQ4OZtSoUUyaNIlzzz23/tH6iUBK3l0uF06nE7PZ3GwqJ4qISOBSvyQtVlUJ/Pi+kcjnbKjdHt/FSOL7TYHI1k0engSWQ9V2fthd6N5nfnN2CXXk8ljMJvomRRtr5tMSGNQplrBgbdV9rEDpm5pkzbvT6eTbb79l4cKFLF26lJqaGtq2bcvEiRO54oorSE5O9ua0PhNIybuIiIiI+JmcjcaWc5veheoSzzazFbpdAgOvh7SRYFaSJadWUmlj9a5C98j89gNldR4bZDExIDnWqGafFs+AjjGEWPU5CwRNVrDuiPLychYvXszHH3/MmjVrABg8eDBz5sw501M3mUBK3m02G/n5+SQkJBAUpLUvIiLiW+qXRI5hq4StHxuj8XuW126PSjK2mxswDWI6Nn18ErAKD9XwfaaxLd3KzAJ+ziuv89gQq5mzU2IPb0uXQN+kaIIs5iaM1vcCpW9q8uQdjJH4VatWMX/+fJYuXYrJZGLbtm0NceomEUjJe6Cs3xARkZZB/ZJIHQoyYP1cWD8fDuUd12iCtAuNafXdLgFrsE9ClMCVV1rFyswCVh1O6PcUVNR5bHiwhcEpcUY1+7R4erWPxmL236nkDSFQ+qb65KFnXOVgy5YtLFy4kM8++4zCwkLCw8OZPHkykydPPtNTi4iIiIgErvg0GP0HGPkY7PzCGI3f+QW4nIALMpYat/B4Y138gOnQpruvo5YA0SYqlMv6d+Cy/h0A2F9ceXiKvZHQZxcfLaZYUePg658O8vVPBwFoFWplaGcjkU9Pjad7u1aYm3ky3xx4NfKek5PDJ598wsKFC8nMzMTlcjFo0CAmTZrEuHHjCAsLa4xYG5VG3kVERLyjfkmkHkr3w4b5xvr44j2125OHGqPxvSZCcETTxyfNgsvlYl9hpbEt3eGR+YNl1XUeHxse5N6WLj0tnrTWkX5d5O10BErf1OjT5nv06IHL5aJ169ZcfvnlTJo0iZSUlHoH6k+UvIuIiHhH/ZKIF5xO2P2NMRq/7RNw1Hi2B7eCPpOMRL79QG05J2fE5XKRcfAQKzMLWJmRz6rMQgoP1dR5fOtWIYfXyxsj853iwwMumQ+UvqnRk/c777yTSZMmcf7552M2N4/CB4GUvNvtdsrLy4mMjMRq1f6OIiLiW+qXRM5QRaFRpX7dm5C3tXZ7295GEt/nSgiPa/r4pNlxOl38lFfGip+N4nffZxZQWmWv8/j20aEMSzO2pUtPi6dDjP/PtA6UvqlJC9a5XC6KiooIDg4mMjLyTE7lU4GUvIuIiIhIM+RyQfY6I4nf/AHUHFdN3BICPSYYiXzKCGgmg2jiew6ni637S1mZmc+KjAJ+2FXIoRpHncd3jAt3T7FPT42nTVRoE0bbvDRJ8l5UVMTf/vY3vvjiCw4dOgRAZGQkY8eO5b777iMuLrB+FQyk5N3hcFBZWUlYWBgWi/ZvFBER31K/JNIIqsthy4fGtPqs1bXbY1OMAnf9p0FUYpOHJ82bzeHkx+wSVmYUsDKjgDV7CqmyOes8Pq11BOmHR+aHpcYTF+H73RMCpW9q9OS9tLSUK6+8kj179tChQwe6dOmCw+EgIyOD/fv3k5yczIcffhhQI/GBlLwHyvoNERFpGdQviTSyvG1GgbuNb0FloWebyQxdxhqj8V3GgMV/pwdL4Kq2O9iwt9hd/G7D3mJqHHUn893btXKPyg9NjSc6rOn3WQ+UvqnRt4p76aWX2Lt3L3/4wx+45pprPNreeecd/vCHP/DKK69w//33e3N6ERERERE5ok0PuPgpGP172LHIGI3PWAa4jG3nflps3CLbQf+pMOBaY5s6kQYSYrUw9HAifu9oqKxxsG5vkVHNPqOAjVklOJxHx4S3Hyhj+4EyXv9uNyYT9G4fbSTzafEMTokjMkQ/MnnDq5H30aNHc/bZZ/P000+fsP2hhx5iw4YN/Pe//z3jAJuKRt5FRES8o35JxAeK9hhbzq2fB6XZtdtTRhij8T0mQJD/FxeTwFZebeeH3YWsOrzP/Jb9JTjryDItZhN9k6KNNfOpCQzqFEtYcMNPaw+UvqnRR94PHDhA//7962wfMGAAixcv9ubUIiIiIiJyKrGdYOSjcP5DkPGlUeRux2JwHq4Yvvtb4xYaDX2vNhL5dv4/SCWBKTLEyshubRjZrQ0AJZU2Vu8qdI/Mbz9Q5j7W4XSxfm8x6/cW849lGQRbzPTvGEP64X3m+3eMIcTqv2vUfcmr5D06Opr9+/fX2Z6VlRVQ690DjclkIiQkJOD2WhQRkeZJ/ZKID5kt0OUi41aeZ6yLXzcHCn422qtKYPWrxq39ACOJ7z0ZQqN8G7c0a9FhQVzUsy0X9WwLQEF5Nd/vKjQK4GUW8HPe0Z0UahxOVu8qZPWuQv6+dCehQWYGdYp1F7/rmxRNkOX0d1aosjlY9GMOn2/OIa/4EG1iiri4dyKX9EkkNCiwfxTwatr8fffdxzfffMN7771H586dPdoyMjK46qqrGDFiBDNmzGioOBtdIE2bFxERERGpk8sFe1cZSfyWD8Fe6dkeFA69JhqJfPJQ0A9v0sTySqtYmVngTub3FFTUeWxEsIXBneMOj8wn0LN9FBbziT+zS7bmcv97GyittGM2gdOF+59RYVaev7I/ow//oOAvGr3afEZGBpMmTcLlcnHppZdy1llnAbBz504+/fRTzGYz7777Ll27dq3vqX1GybuIiIiINDtVJfDj+0Yin7Ohdnt8FyOJ7zcFIls3eXgiANnFle5t6VZm5LO/pKrOY6NCrQzpHO/eZ75b21aYzSaWbM3l5rlrjDqOJ3ic6fD/vDr9bPeMAH/QJPu8r1mzhkcffZS9e/d63J+cnMyTTz7J0KFDvTmtzwRS8l5dXU1WVhZJSUl+XXxBRERaBvVLIgEiZ6Ox5dymd6G6xLPNbIVul8DA6yFtpDEdX8QHXC4XewsrWHm4+N3KzAIOllXXeXxcRDCDU2L5+qeDVNucJ0zcjzBhjMB//+hov5lC3+jJe25uLm3btsXlcrF161b27t2Ly+WiY8eO9OzZE7P59Nck+ItAS94DoXKiiIi0DOqXRAKMrRK2fmyMxu9ZXrs9KsnYbm7ANIjp2PTxiRzD5XKRcfAQKzPyWZlZwKrMQgoP1ZzROV+4uh8TByQ1UIRnptGT9wsuuIArrriCu+++u/7R+Skl7yIiIt5RvyQSwAoyYP1cWD8fDuUd12iCtAuNafXdLgFrsE9CFDmW0+liR26Ze2T++10FlFXZT/vxZhOM6dmOl6cPasQoT1+jbxVXUFBAYmKiNw8VERERERF/EZ8Go/8AIx+DnV8Yo/E7vwCXE3BBxlLjFh5vrIsfMB3adPd11NKCmc0meiRG0SMxiv87tzMOp4vLXlzO5v2lp/V4pwuKK89s5N5XvJrfPmTIEJYuXYqXy+VFRERERMSfWIKg+3iY+g78egtc+DjEdDraXlEAK1+Efw6Ff4+B9fOg5pDv4hU5zGI2kRQbTh0F6GsxmyAmLDBnkXg1bX7evHk8//zzxMfHM2TIEBISEmqtczeZTAE1rT6Qps07nU7sdjtWqzUg6wuIiEjzon5JpJlyOmH3N8Zo/LZPwHHcaGVwK+gzyZhW336gtpwTn1mwLov73t142se3qDXv3bufeqqMyWRi27Zt9T21zwRS8i4iIiIi0qQqCo0q9evehLyttdvb9jaS+D5XQnhc08cnLVqVzcGQp/5HWaVd1eaPt3r16tM6bsiQIfU9tc8EUvJus9koKioiNjaWoKAgX4cjIiItnPolkRbE5YLsdUYSv/kDqCn3bLeEQI8JRiKfMgI0G0eayP+25vKr09jnffb0sxnd0vZ5b24CKXlXVV8REfEn6pdEWqjqctjyoTGtPusEg3uxKUaBu/7TIErFrqXxLdmaywPvbaCk0o7ZZBSnO/LP6DArz13Z368Sd2jC5H3VqlV88cUX7N27F6vVSmpqKuPHj6dXr17entJnlLyLiIh4R/2SiJC3DdbNhY1vQWWhZ5vJDF3GGqPxXcaAxasNr0ROS5XNweLNOSzetJ/c4nLaxkQyrm97xvVO9Jup8sdq9OTd6XTywAMPsHjx4loV581mM9dffz0PPfRQfU/rU0reRUREvKN+SUTc7NWwY5ExGp+xjFoTmCPbQf+pMOBaY5s6kUYSKH1To+/z/q9//YtFixZx0UUX8atf/YrU1FQcDgcZGRm88sorvPHGG3Tt2pWJEyd6c3oREREREQlE1hDoNdG4Fe2BDfONbeVKs4328gOw/HnjljLCGI3vMQGCwnwbt0gA8GrkfezYsSQlJfHvf/+7VpvL5eK6666jvLycDz/8sEGCbAqBNPJut9spKSkhOjoaq1XTjkRExLfUL4nISTkdkPGlUeRux2Jw2j3bQ6Oh79VGIt/O/7+LS2AIlL6pPnmoV+Ufc3JyuPDCC0/YZjKZuPjii9m1a5c3p5bTYLVaiY+P9+sPoYiItBzql0TkpMwW6HIRXD0P7tsGFz0B8Wcdba8qgdWvwsvnwqsXwJrXoKrUZ+FK89Ac+yavkvfk5GQyMzPrbM/JyaFNmzZeByUn53Q6qaysxOl0+joUERER9Usicvoi28A598Cda+CGz6HfVLAeM2V+/3r49NfwXDf46HbYu8rYnk6knppj3+RV8n777bfzzjvv8Nlnn9Vq+/7775k/fz733HPPGQcnJ2az2cjOzsZms/k6FBEREfVLIlJ/JhN0SoeJL8EDO2D885DY/2i7rcJYL//aWHhxMHw3E8oP+ixcCTzNsW/yas37b3/7W7777jtycnJITU2lS5cuBAcHs3v3bn788UdCQkJqbRdnMpmYN29egwXe0AJpzXugVE4UEZGWQf2SiDSYnI3GlnOb3oXqEs82sxW6XQIDr4e0kcZ0fJE6BErf1OjV5t977z33/8/IyCAjI8OjvaqqirVr13rcZzKZvHkqERERERFpKRL7wfh+MOZPsPVjY8u5PcuNNqcdtn1s3KKSjO3mBkyDmI6+jVmkiXiVvG/fvr2h4xARERERETEEhUG/q41bQQasnwvr58OhPKO9NAu+fhq+fgbSLjQq1Xe7BKzBvo1bpBE1n9J7LUxzqpooIiKBT/2SiDSa+DQY/QcY+Rjs/MIYjd/5BbicgAsylhq38HjoNwUGTIc23X0dtfiB5tY3ebXmHYyK8itWrCA3N/eEFfxMJhN33HHHGQfYVAJpzbuIiIiISItWut8oaLduLhTvqd2ePNQYje81EYIjmj4+kdNUnzzUq+T922+/5a677qK6upq6Hm4ymdi2bVt9T+0zSt5FRERERAKM0wm7vzFG47d9Ao4az/bgVtBnkpHItx9oVLkX8SONXrDuhRdeICQkhAcffJBOnTphsajSY1Oqrq4mJyeHxMREv66cKCIiLYP6JRHxGbMZUi8wbhWFRpX6dW9C3lajvaYM1r5h3Nr2NpL4PldCeJzvYpYm0Rz7Jq+S98zMTO666y6mTZvW0PHIabLb7b4OQURExE39koj4XHgcDLsVht4C2euMJH7zB1BTbrTnbobFv4Evfgs9JhiJfMoI4wcAaZaaW9/kVfIeFxfX7Bb/i4iIiIhIM2AyQdIg4zb2KdjyoTGtPmu10e6ohs3vG7fYFKPAXf9pEJXo07BFTsWrn5muvPJK3n//faqrqxs6HhERERERkYYREgkDp8NNS+D2VTDsDgg7Zsp80W748k/wQk/4zzWwfRE4mtdorTQfXg2f33zzzaxfv56xY8dy/vnn07p161rHBFq1eRERERERacba9ICLn4LRv4cdi4zR+IxlgMvYdu6nxcYtsh30nwoDrjW2qRPxE15Vm1+yZAm//vWvT7qGoCGqzWdnZzNhwgTGjBnD008/fcJj7HY7V111FcXFxXz55ZdeP1cgVZt3Op1UV1cTEhKCWWt0RETEx9QviUjAKtpjbDm3fh6UZtduTxlhrI3vMQGCwpo+PvFaoPRNjV5tfubMmURERHDbbbeRlpbWKOvfXS4Xjz76KIcOHTrpcS+//DJbtmyhQ4cODR6DvzKbzYSF6eIhIiL+Qf2SiASs2E4w8lE4/yHI+NIocrdjMTgPD1Lu/ta4hUZD36uNRL6d/w/2SfPsm7zKuvfs2cM999zDL3/5ywYO56j58+ezdu3akx6zdetWXn75ZYKCghotDn9kt9spKSkhOjpahQNFRMTn1C+JSMAzW6DLRcatPA82vmVMqy/42WivKoHVrxq39gOMJL73ZAiN8m3cUqfm2Dd5NX8gISGhURPmvXv38txzz3HnnXfWeUxNTQ0PP/ww5557Lj179my0WPyRw+GgqKgIh8Ph61BERETUL4lI8xLZBs65B+5cAzd8Dv2mgvWYEdz96+HTX8Nz3eCj22HvKqj/SmRpZM2xb/Iqeb/iiit45513Tjml3RtOp5OHH36Ybt26cf3119d53D/+8Q8OHDjAE0880eAxiIiIiIhIC2cyQad0mPgSPLADxj8Pif2PttsqjPXyr42FFwfDdzOh/KDPwpXmz6v5A507d6aiooKxY8cyYsQIEhISak1FMJlM3H333fU+95tvvsnmzZv56KOP6iwssGnTJmbPns1TTz1FmzZtvHkJIiIiIiIipyc0GgbfaNxyNsK6ubDpXaguMdoLdsKS38LSP0K3S2Dg9ZA20piOL9JAvEre77//fvf///DDD094jDfJe2ZmJjNmzOCee+4hNTX1hPvIV1dX8/DDD3Peeedx+eWX1+v8o0aNqrPtoYceIjExsdZzms1mgoKCcDqd2Gy2Wo8LCQkBjGn8xxfut1qtWCwWHA5Hrcr8JpOJ4OBgXC4XNTU1tc4bHByMyWTCZrPhdDo92o5M/XA4HLXiPXJe4ITvX1BQEGaz+YTntVgsWK3WU77Wk53XbrfXmprSEO/hyc57qvfQ27/NqV5rfd/D0z1vc3oPvfl8H3kPm/JvAyd/Dxv7b9Pc3sOW8vk+1WttSdcIm81Wq09qrp9vXSN0jTj2vLpGtNDvEXHdYfSf4fzHMe/4FMvG+Zj3rjAOdNph28ew7WNcUR1w9J2CeeB0zHEpukY08TWiurraIwZ/+3wfidHlcmEymWqd/0S8St7nzJnjzcNOyuFw8Mgjj9CjRw9uuOGGOo+bMWMGBw8e5PXXX2/wGJxOJ/v27fO4r1WrVrRt2xaHw1GrDeCss84CIC8vj6qqKo+2tm3b0qpVK8rLyzl40HMKTXh4OO3bt8flcp3wvJ07d8ZisZCfn19reUJMTAxRUVHU1NSQn5/v0RYSEkJycjIAWVlZtT5IHTt2JDg4mKKiIkpLSz3aYmNjiY+Pp7q6muxsz60yrFYrKSkpAOTk5NT6EHbo0IGwsDBKSkooKiryaIuKiqJNmzbY7fZar9VkMpGWZuyfmZubW+s/1nbt2hEZGUl5eXmt1xoREUFiYuIJ/24AqampmEwm8vPzqaio8Ghr3bo10dHRVFRUkJub69EWGhpKUlISwAnP26lTJ8xmM4WFhZSVlXm0xcXFERcXR1VVFfv37/doCwoKolOnTgDs37+/1gUiKSmJ0NBQiouLKS4u9miLjo6mdevW2Gy2WjGZzWZSU1MBOHDgQK2LS2JiIhEREZSVlVFQUODRFhkZSbt27er8fB/52xw8eJDKykqPtjZt2hAVFcWhQ4fIy8vzaAsLC3PvAHGi86akpGC1WikoKKC8vNyjLT4+ntjYWKqqqsjJyfFoCw4OpmPHjoCxleTxnUJycjIhISEUFxdTUlLi0RYTE0NCQgI1NTVkZWV5tFksFjp37gwYn+/jO5T27dsTHh5OaWkphYWFHm3+eI1ISEggJiaGyspKDhw44NGma8RRukYYGuIaUVhYiN1u58CBA+5Zc7pGGHSNMOgacVRLvEY06+8R0cOwjDyHzlFOWD8Xx9o5WCqN98lUmo11+bO4lj8HaRdS2fUKcmMGgeVo7TBdIwyNcY1wOp3Y7XZ3v+Sv1wi73X7a9eS82ue9McyePZsZM2YwZ84cdwdps9k477zzGD9+PI8//jg///wz119/Pb/5zW+47LLL3I+96aabKCwsZMGCBYSEhBAREVHv5z+yv17Xrl097tevYbVfa0v5tfdUr1W/mDfPz7dG1XSNOPa8ukboGnGErhGer1XXCF0jjj2vrhHHvIeVhzD9vATzxvmYM/6HyeV5HldYPI4+V+LsNw1XQjddI07wWlvK5/vIa92xYwcmk+m09nn3m+R9+vTprF69+qTHdOjQodavNMebOHEiTz/9dL2f/0jyfjpvmq8d+RXJarXWWRdARESkqahfEhE5gdL9RkG7dXOheE/t9uShxpZzvSZCcP0HH+XkAqVvqk8eelrJ+3XXXVfvIEwmE2+++eZpH7958+ZaUytsNhs333wz5557LjfeeCMhISEn/CXmySefpKSkhL/97W+0adPGPb2kPgIpea+urmbfvn3uqT0iIiK+pH5JROQknE7Y/Y2xb/y2T8Bx3ChucCvoM8lI5NsPNKrcyxkLlL6pPnnoaa15P9WI+Imc7qL7I3r37l3rviOJeuvWrRk+fHidj42MjKSqquqkx4iIiIiIiDQ5sxlSLzBuFYVGlfp1b0LeVqO9pgzWvmHc2vY2kvg+V0J4nO9iFr90Wsn70qVLGzsOERERERGR5i08DobdCkNvgex1RhK/+QOoOVx4L3czLP4NfPFb6DHBSORTRhg/AEiLd1rJ+5FqjyIiIiIiInKGTCZIGmTcxj4FWz40ptVnHZ7x7KiGze8bt9gUGDAd+k+DqESfhi2+5dVWcU0lJCSEHTt2nPK4d999twmi8S/1XZYgIiLSmNQviYh4KSQSBk43bnnbjAJ3G9+CysNbTxbthi//BMv+DF3GGqPxXcaAxa9TOb/Q3Pomv6k272uBVLBORERERESaMXs17FhkjMZnLAOOS9ki20H/qTDgWohP80mI0jAavNp8S6DkXURERERE/E7RHmPLufXzoPQE22anjDBG43tMgKCwpo9Pzkh98lBVPghANTU17Nu3j5qamlMfLCIi0sjUL4mINKLYTjDyUbj3R5j2vpGkm4+ZMr/7W1jwK3iuGyx6EA786LtY/Uhz7Ju0UCIAuVwuqqur0aQJERHxB+qXRESagNkCXS4ybuV5xrr4dXOg4GejvaoEVr9q3NoPMEbje0+G0Cjfxu0jzbFv0si7iIiIiIhIIIlsA+fcA3eugRs+h35TwXrMlPn96+HTXxuj8R/dDntXQTNKYlsqJe8iIiIiIiKByGSCTukw8SV4YAeMfx4S+x9tt1UY6+VfGwsvDobvZkL5QZ+FK2dGybuIiIiIiEigC42GwTfCLV/DLd/A4F9BSPTR9oKdsOS38Hx3eGc67PwfOB2+i1fqTdXmDwukavMOh4PKykrCwsKwWCy+DkdERFo49UsiIn7KVglbPzbWxu9ZXrs9KsnYbm7ANIjp2PTxNaJA6Zu0VZwXAil5FxERERERqZeCDFg/F9bPh0N5xzWaIO1Co8hdt0vAGuyTEFsiJe9eCKTk3W63U15eTmRkJFarNgwQERHfUr8kIhJAHDbY+YUxGr/zC3A5PdvD46HfFBgwHdp0902MDSBQ+ibt897MORwO8vPzcTi0RkVERHxP/ZKISACxBEH38TD1Hfj1FrjwcYjpdLS9ogBWvgj/HAr/HgPr50HNId/F66Xm2DcpeRcREREREWmJotrDeQ/C3RvguoXQexJYjpkyv+97WHgHPNsNPrkHstdqyzkf8t/5AyIiIiIiItL4zGZIvcC4VRTCpndh3ZuQt9VorymDtW8Yt7a9jbXxfa6E8DjfxdwCaeRdREREREREDOFxMOxWuG0F3PQlDLwegiOPtuduhsW/gee6w/s3QubX4HTWfT5pMBp5D0Bms5mIiAjMZv32IiIivqd+SUSkGTKZIGmQcRv7FGz50Chyl7XaaHdUw+b3jVtsilHgrv80iEr0adhHNMe+SdXmDwukavMiIiIiIiI+kbcN1s2FjW9BZaFnm8kMXcYa0+q7jAGLxopPRVvFeSGQkneXy4XT6cRsNmMymXwdjoiItHDql0REWiB7NexYZIzGZywDjksrI9tB/6kw4FqIT2vy8AKlb9JWcc1cTU0Nu3btoqamxtehiIiIqF8SEWmJrCHQayJM/xDu2QjnPwRRHY62lx+A5c/DrIHwxqVGETxbZZOF1xz7Js1jEBEREREREe/FdoKRjxoJfMaXRqX6HYvBaTfad39r3EKjoe/VxrT6dv4/49nfKHkXERERERGRM2e2QJeLjFt5nrEuft0cKPjZaK8qgdWvGrf2A4wkvvdkCI3ybdwBQtPmRUREREREpGFFtoFz7oE718ANn0O/qWANO9q+fz18+mt4rht8dDvsXQUqx3ZSSt5FRERERESkcZhM0CkdJr4ED+yA8c9DYv+j7bYK2DAfXhsLLw6G72ZC+UGfhevPVG3+sECrNu9yuTCZTH5dOVFERFoG9UsiIlJvORuNLec2vQvVJZ5tZit0uwQGXg9pI43p+PUUKH2TtorzQiAl7yIiIiIiIs2CrRK2fmysjd+zvHZ7VJKx3dyAaRDT8cTnKN4HFQWn/5zh8RCT7F28DUzJuxcCKXmvqakhPz+fhIQEgoODfR2OiIi0cOqXRESkQRRkwPq5sH4+HMo7rtEEaRcaRe66XQLWw/1N8T54cZCx7/zpsobAnWv9IoGvTx6qavMByOVyUVFRgX53ERERf6B+SUREGkR8Goz+A4x8DHZ+YYzG7/wCXE7ABRlLjVt4PPSbAgOmg72qfok7GMdXFPhF8l4fSt5FRERERETEf1iCoPt441a63yhot24uFO8x2isKYOWLxq1tb9/G2oRUbV5ERERERET8U1R7OO9BuHsDXLcQek8CyzFLtHI3+yy0pqaRdxEREREREfFvZjOkXmDcKgqNKvXr3oS8rb6OrMlo5D0AWa1WWrdujdWq315ERMT31C+JiEiTCo+DYbfCbSvg8pd9HU2TUS8bgCwWC9HR0b4OQ0REBFC/JCIiPmIyQZsevo6iyWjkPQA5HA7KyspwOBy+DkVERET9koiISBNQ8h6A7HY7ubm52O12X4ciIiKifklERKQJKHkXERERERER8XNK3kVERERERET8nJJ3ERERERERET+n5D0AmUwmQkNDMZlMvg5FRERE/ZKIiPhOeDxYQ+r3GGuI8bgAo63iAlBwcDBJSUm+DkNERARQvyQiIj4Ukwx3roWKgtN/THi88bgAo+RdREREREREAldMckAm4/WlafMBqLq6mp9//pnq6mpfhyIiIqJ+SURE/E5z7JuUvIuIiIiIiIj4OSXvIiIiIiIiIn5OybuIiIiIiIiIn1PyLiIiIiIiIuLnVG0+AAUFBdGpUycsFouvQxEREVG/JCIifqc59k1K3gOQ2WzGbNakCRER8Q/ql0RExN80x76peb2aFsJms5Gbm4vNZvN1KCIiIuqXRETE7zTHvknJewByOp2UlZXhdDp9HYqIiIj6JRER8TvNsW9S8i4iIiIiIiLi55S8i4iIiIiIiPg5k8vlcvk6CH+wbt06XC4XwcHBvg7llFwuF3a7HavVislk8nU4IiLSwqlfEhERfxMofVNNTQ0mk4mBAwee8liNvB9mMpn8+o96rAMHDpCfnx8w8YqISPOmfklERPxNoPRN9clDNfIegEaNGgXA0qVLfRyJiIiI+iUREfE/zbFv0si7iIiIiIiIiJ9T8i4iIiIiIiLi55S8i4iIiIiIiPg5Je8iIiIiIiIifk7Ju4iIiIiIiIifU/IuIiIiIiIi4ue0VZyIiIiIiIiIn9PIu4iIiIiIiIifU/IuIiIiIiIi4ueUvIuIiIiIiIj4OSXvIiIiIiIiIn5OybuIiIiIiIiIn1Py7udeffVVzjnnnBO2HTx4kEceeYRzzz2X3r17M2rUKF544QVqamqaOEoREWkJNm3axK9+9SvOPvts+vTpw+WXX85HH31U5/F2u50rrriCCy+8sOmCFBGRFmXHjh3cfPPNDB06lMGDB3P33XezZ8+eWsd98MEHXHbZZfTt25dRo0bx/PPPU1VV5YOIvWf1dQBSt6+//pqZM2cSHR1dq62qqorrr7+erKwspk6dSqdOnVizZg0vv/wyP/30Ey+99JIPIhYRkeYqIyOD6dOnEx0dzU033URERASLFi3ioYceoqioiBtuuKHWY15++WW2bNlChw4dfBCxiIg0d7t27WLKlClER0dzyy234HA4ePPNN7nqqqv46KOPSExMBOCf//wnf//73xk5ciRTpkxh06ZNvPLKK2RlZfH888/7+FWcPiXvfsjlcjF//nyefvppbDbbCY+ZN28eGRkZvPTSS+4RjSlTppCYmMjs2bNZtWoVw4YNa8qwRUSkGXvmmWcwm8289957tG3bFoBp06YxdepUZs6cyVVXXUVERIT7+K1bt/Lyyy8TFBTkq5BFRKSZmzFjBg6Hg7lz55KUlATAeeedxy9+8Qtee+01HnvsMXbv3s0///lPxo0bxwsvvIDJZOKaa64hIiKCOXPmcMcdd5CWlubjV3J6NG3eD1199dX86U9/YujQofTq1euEx6xatYrY2NhaUxEvvfRSANauXdvocYqISMvgcDj44YcfGDFihDtxBzCbzYwbN46Kigq2bdvmvr+mpoaHH36Yc889l549e/oiZBERaQGsVivjx493J+4A3bp1IyYmhu3btwOwcOFCbDYbDz74ICaTyX3c1KlTue2223C5XE0et7c08u6H9u/fzxNPPMFVV13Fddddd8Jjnn76aYqKimrdX1hYCBgfZBERkYZgNpv5+OOPPb70HHGk37FYLO77/vGPf3DgwAH+9a9/ceeddzZZnCIi0rI899xzte7LycmhuLiY9u3bA7BmzRo6d+7sXsJVVVWF1Wqlc+fO3HvvvU0Z7hlThueHvvzyS4KDg096TEJCAgkJCbXunzNnDgCDBg1qlNhERKTlMZlMJCcn17q/oqKCDz74gPDwcPcI+6ZNm5g9ezZPPfUUbdq0aepQRUSkhSooKGDz5s08++yzhIeH83//93+AsS6+W7dufPfdd/z1r39l+/btBAcHM27cOH7729/SqlUrH0d++pS8+6FTJe51eeutt1i2bBmDBw/m7LPPbuCoREREjnK5XDz++OMcPHiQO+64g5CQEKqrq3n44Yc577zzuPzyy30dooiItCCTJk0iJycHgAceeICuXbsCUFZWxu7du7n99tu59tprufPOO1mzZg1z5swhKyuLuXPneswe82dK3puJhQsX8sQTT9C6dWv++te/+jocERFpxlwuF3/4wx/47LPPGDJkCLfddhtgFA46ePAgr7/+uo8jFBGRlubXv/41wcHBLF68mGeffZasrCz++Mc/UlNTQ1ZWFr/73e+YNm0aABdddBGtWrVi1qxZLF26lDFjxvg4+tOjgnXNwNy5c3n44YeJiYnh3//+t3t9h4iISEOz2Ww88MADvP322/Tt25eXXnqJoKAg1q9fzxtvvMHtt99OUFAQhYWFFBYWYrfbcTqdFBYWcujQIV+HLyIizdRll13GuHHjmDlzJuPGjePtt99m586dhIWFYTabmTx5ssfxEydOBOD777/3RbheUfIe4GbOnMmTTz5J69atmTdvHt26dfN1SCIi0kxVVlZy22238emnnzJkyBBef/11IiMjAVi+fDlOp5Onn36a9PR0923Lli3k5OSQnp7On/70Jx+/AhERaQnGjx8PGNuWtmvXjoiICEJCQjyOiY+PBwioH5Y1bT6Avfjii/zjH/+gU6dOvPbaax5bJIiIiDQkm83GnXfeyfLlyxk5ciR///vfPb4IXX755Scslvrkk09SUlLC3/72NxWwExGRBlNSUsJVV13FiBEjePzxxz3ajiTkoaGh9OrVi4yMDHJzcz22O923bx8AiYmJTRf0GVLyHqC+/fZbZs2aRXJyMvPmzdMXIhERaVQzZ85k+fLlXHjhhcycOZOgoCCP9uTk5BNWpI+MjKSqqorhw4c3VagiItICREdHExQUxCeffMItt9xC69atAaipqWHOnDmEh4czdOhQwsLC+Pjjj5k9e7ZHkn+kPstFF13kk/i9oeQ9QB0pSjdy5EhWrlxZq71r16706NGjqcMSEZFmKC8vj9dffx2r1cq5557LokWLah2Tnp6uH5JFRKRJ/fGPf+S6665jypQpTJkyBbPZzIIFC9i5cydPPvkkMTExnHfeeVx66aXMnTuXgoIChg4dysqVK/n888+ZMmWKe6vTQKDkPQAVFhby008/AUf3dT/er371KyXvIiLSINatW4fNZgPgiSeeOOExs2fPVvIuIiJNatCgQbzxxhvMmjWLWbNmAdC7d29mz57NiBEj3Mc988wzdO/enffff58lS5bQvn17HnroIW644QZfhe4Vk8vlcvk6CBERERERERGpm6rNi4iIiIiIiPg5Je8iIiIi0TyHGQAACqhJREFUIiIifk7Ju4iIiIiIiIifU/IuIiIiIiIi4ueUvIuIiIiIiIj4OSXvIiIiIiIiIn5OybuIiIiIiIiIn1PyLiIiIiIiIuLnrL4OQEREpCWZNWsWL7744mkdO3HiRDp06MCLL77I66+/zvDhwxs5uvq75ZZb6NixI4899pivQzlj27Zt49prr2XhwoUkJSX5OhwREREPJpfL5fJ1ECIiIi3F9u3b2bFjh8d9f/nLXygqKuKvf/2rx/0dO3YkLCyMHTt2MHz4cFq3bt2UoZ7SRx99xF/+8he++OILoqOjfR1Og3jsscfIysrijTfewGQy+TocERERNyXvIiIiPnbhhReSnZ1dK6n3Z+Xl5YwaNYobbriBW2+91dfhNJgDBw4wevRonnzySS6//HJfhyMiIuKmNe8iIiJSb2+//TaHDh3iqquu8nUoDapdu3aMGjWK2bNno/ENERHxJ0reRURE/NisWbPo1q0bK1asACArK4tu3brxr3/9i7lz5zJ27Fj69OnDmDFjePvttwF46623uPjii+nXrx+XXHIJH330Ua3zZmZmct9995Genk7v3r0ZM2YMM2bMoKqq6pQxORwO5syZw7nnnktcXBwALpeL0aNHM3jwYGpqamo95tZbb6V///6Ul5cD4HQ6mTt3Lpdddhl9+/bl7LPP5qabbmLt2rW1Hrt7924ee+wxLrzwQnr37k3//v25/PLLmT9/vsdxDz/8MH369OHrr79m5MiR9OnTh/vuuw+ArVu3cuuttzJixAh69+7NqFGjePLJJykuLq71fJdeeik///wzX3/99SnfCxERkaaignUiIiIBaN68eTidTq699lpCQ0N57bXX+P3vf89XX33F9u3bmTp1KqGhobz++us8/PDDpKSk0L9/fwA2bdrEL3/5SyIjI5k2bRpxcXFs2LCBl19+mZUrVzJnzhxCQkLqfO5NmzaRm5vLr371K/d9JpOJiRMnMnPmTJYtW8bYsWPdbQUFBXz77bdceumlREZGAnD//fezaNEixo4dy1VXXUVJSQkLFixg+vTpPP/881x88cUA7Nu3j8mTJxMaGso111xD27ZtycvL4/333+eJJ57AYrFwzTXXuJ/LbrfzwAMPcO211xITE0O7du3Yt28f119/Pa1bt+aGG26gVatWbNy4kXnz5rFp0ybeeecdj/Xt6enpmM1mlixZwgUXXNAQfy4REZEzpuRdREQkABUUFLBo0SKSk5MBSExM5M477+T777/n888/p23btgAkJydz66238tVXX9G/f39cLhePPvooUVFRfPTRR8TExAAwdepUBg8ezOOPP86cOXM8EvPjrVq1CoDu3bt73H/FFVfw4osv8tFHH3kk75988gl2u50rrrgCgEWLFrFo0SIefPBBbrrpJvdx119/PZMnT+YPf/gD559/PmFhYcybN4+ysjLeeOMNevfu7T527NixjB8/nmXLlnkk70d+0Ljnnnvc9/373/+mtLSUf//73/Tt2xeAK6+8koiICH744Qfy8vLc7xdAZGQkycnJrFy58jT+EiIiIk1D0+ZFREQCUL9+/dyJO0BqaioAAwcO9EhEO3XqBEBubi4AO3bsYOfOnZx//vk4nU4KCwvdt5EjRxISEsKSJUtO+tx79uwBjGr4x0pMTGT48OF8++23FBUVue//8MMPSUpKYsiQIQB89tlngJGAH/v81dXVjBkzhqKiIn744QfAmAr/3XffeSTuTqcTu90O4J6Gf6zjt9RLTEwE4IUXXmDFihXuaf2PPPIICxYs8Hi/jujYsSP79+93P4+IiIivaeRdREQkACUkJHj8u9VqPeH9FosFwF18LTMzEzAKzh1ZI3+87Ozskz53YWEhAK1atarVNnnyZJYvX85nn33Gtddey/bt29m+fTt33XWXe2r6rl27ABg9enSdz3EkBpPJhN1u58UXX2Tz5s1kZ2ezd+9eqqurASORP158fLzHv48dO5ZJkyaxYMECVqxYQWhoKIMGDeL888/n8ssvP+E2d1FRUbhcLgoLC2nTps1J3w8REZGmoORdREQkAB1J1o93qr3JjyTx11xzjcfU9tM59xFmszFx70SJ86hRo4iJiWHhwoVce+21fPjhh+718Ec4nU7CwsL45z//WedzdO7cGYClS5dy7733EhoaSnp6OqNHj6ZLly4MGjSI884774SPPfKDxbH//tRTT3H77bezbNkyVqxYwQ8//MB3333HK6+8wttvv11rFoHD4TjhuURERHxFybuIiEgLkpSUBBhJ/PHTy51OJ//97389puOfSOvWrQEoKipyF6A7Ijg4mAkTJjB37lyys7P54osvGDZsGB06dPCIYdeuXXTp0sV9riO2bdtGXl4eYWFhADz99NMEBwfz2WefeYyAH1kGcDqOjNanp6czffp0pk+fjt1uZ/bs2cyYMYO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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 12: Performance improvement over baseline\n", + "plt.figure(figsize=(12, 6))\n", + "\n", + "for i, event in enumerate(cindex_mean.index):\n", + " # Calculate improvement percentage\n", + " improvement = (cindex_mean.loc[event] - 0.5) / 0.5 * 100\n", + " \n", + " plt.plot(cindex_time_points, improvement, marker=markers[i], label=event, \n", + " color=colors[i], linewidth=2, markersize=8)\n", + "\n", + "plt.xlabel('Time (years)', fontsize=14)\n", + "plt.ylabel('Improvement over random prediction (%)', fontsize=14)\n", + "plt.title('DeepHit Performance Improvement Relative to Random Prediction', fontsize=16)\n", + "plt.grid(True, linestyle='--', alpha=0.7)\n", + "plt.legend(fontsize=12)\n", + "plt.xticks(cindex_time_points)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "# Function to load hyperparameters from log files\n", + "def load_hyperparameters(base_path, iterations):\n", + " hyperparams = []\n", + " for itr in range(iterations):\n", + " try:\n", + " hp_path = f'{base_path}/itr_{itr}/hyperparameters_log.txt'\n", + " params = {}\n", + " with open(hp_path, 'r') as f:\n", + " for line in f:\n", + " if ':' in line:\n", + " key, value = line.strip().split(':', 1)\n", + " try:\n", + " if value.isdigit():\n", + " params[key] = int(value)\n", + " elif value.replace('.', '', 1).isdigit():\n", + " params[key] = float(value)\n", + " else:\n", + " params[key] = value\n", + " except:\n", + " params[key] = value\n", + " params['iteration_number'] = itr\n", + " hyperparams.append(params)\n", + " except Exception as e:\n", + " print(f\"Error loading hyperparameters for iteration {itr}: {e}\")\n", + " \n", + " return pd.DataFrame(hyperparams)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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mb_sizeiterationkeep_problr_trainh_dim_sharedh_dim_CSnum_layers_sharednum_layers_CSactive_fnalphabetagammaout_pathiteration_number
032500000.60.000110020031tanh1.00.10SYNTHETIC/results/0
1256500000.60.00015010032tanh1.05.00SYNTHETIC/results/1
2256500000.60.0001505022elu1.03.00SYNTHETIC/results/2
3256500000.60.000130020021relu1.03.00SYNTHETIC/results/3
4256500000.60.000130020033elu1.03.00SYNTHETIC/results/4
\n", + "
" + ], + "text/plain": [ + " mb_size iteration keep_prob lr_train h_dim_shared h_dim_CS \\\n", + "0 32 50000 0.6 0.0001 100 200 \n", + "1 256 50000 0.6 0.0001 50 100 \n", + "2 256 50000 0.6 0.0001 50 50 \n", + "3 256 50000 0.6 0.0001 300 200 \n", + "4 256 50000 0.6 0.0001 300 200 \n", + "\n", + " num_layers_shared num_layers_CS active_fn alpha beta gamma \\\n", + "0 3 1 tanh 1.0 0.1 0 \n", + "1 3 2 tanh 1.0 5.0 0 \n", + "2 2 2 elu 1.0 3.0 0 \n", + "3 2 1 relu 1.0 3.0 0 \n", + "4 3 3 elu 1.0 3.0 0 \n", + "\n", + " out_path iteration_number \n", + "0 SYNTHETIC/results/ 0 \n", + "1 SYNTHETIC/results/ 1 \n", + "2 SYNTHETIC/results/ 2 \n", + "3 SYNTHETIC/results/ 3 \n", + "4 SYNTHETIC/results/ 4 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Load hyperparameters\n", + "base_path = 'SYNTHETIC/results'\n", + "iterations = 5 # OUT_ITERATION value from the code\n", + "hp_df = load_hyperparameters(base_path, iterations)\n", + "\n", + "# Display the hyperparameters\n", + "display(hp_df)\n", + "\n", + "# Create a heatmap visualization of the hyperparameters\n", + "plt.figure(figsize=(14, 8))\n", + "# Select only numeric columns for the heatmap\n", + "numeric_cols = hp_df.select_dtypes(include=['number']).columns.tolist()\n", + "numeric_cols = [col for col in numeric_cols if col != 'iteration_number'] # Exclude iteration number\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 3, figsize=(15, 10))\n", + "axes = axes.flatten() # Flatten the 2D array of axes for easier indexing\n", + "\n", + "key_params = ['mb_size', 'h_dim_shared', 'h_dim_CS', 'num_layers_shared', 'num_layers_CS', 'lr_train']\n", + "for i, param in enumerate(key_params):\n", + " if param in hp_df.columns:\n", + " axes[i].bar(hp_df['iteration_number'], hp_df[param], color='skyblue')\n", + " axes[i].set_title(f'{param} Values')\n", + " axes[i].set_xlabel('Iteration')\n", + " axes[i].set_ylabel('Value')\n", + " axes[i].grid(True, linestyle='--', alpha=0.7)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tensorflow1.15_nvidia", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Image/seer.ipynb b/Image/seer.ipynb new file mode 100644 index 0000000..a4659d0 --- /dev/null +++ b/Image/seer.ipynb @@ -0,0 +1,1078 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com\n", + "Requirement already satisfied: datasets in /opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages (3.1.0)\n", + "Requirement already satisfied: filelock in /opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages (from datasets) (3.16.1)\n", + "Requirement already satisfied: numpy>=1.17 in /home/phuc/.local/lib/python3.8/site-packages (from datasets) (1.23.5)\n", + "Requirement already satisfied: pyarrow>=15.0.0 in /opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages (from datasets) (17.0.0)\n", + "Requirement already satisfied: dill<0.3.9,>=0.3.0 in /opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages (from datasets) (0.3.8)\n", + "Requirement already satisfied: pandas in /opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages (from datasets) (1.2.3)\n", + "Requirement already satisfied: requests>=2.32.2 in /opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages (from datasets) (2.32.3)\n", + "Requirement already satisfied: tqdm>=4.66.3 in /opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages (from datasets) (4.67.1)\n", + "Requirement already satisfied: xxhash in /opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages (from datasets) (3.5.0)\n", + "Requirement already satisfied: 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import load_dataset\n", + "import os\n", + "\n", + "ds = load_dataset(\"kimnamssya/seer-dataset\")\n", + "\n", + "os.makedirs(\"./sample data/SEER\", exist_ok = True)\n", + "\n", + "for split in ds.keys():\n", + " ds[split].to_csv(f\"./sample data/SEER/SEER-dataset-{split}.csv\")\n", + " print(f\"Saved {split} split to ./sample data/SEER/SEER-dataset-{split}.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/sklearn/preprocessing/_encoders.py:975: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n", + " warnings.warn(\n", + "/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/sklearn/preprocessing/_encoders.py:975: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n", + " warnings.warn(\n", + "/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/sklearn/preprocessing/_encoders.py:975: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n", + " warnings.warn(\n", + "/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/sklearn/preprocessing/_encoders.py:975: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n", + " warnings.warn(\n", + "/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/sklearn/preprocessing/_encoders.py:975: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n", + " warnings.warn(\n", + "/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/sklearn/preprocessing/_encoders.py:975: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n", + " warnings.warn(\n", + "/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/sklearn/preprocessing/_encoders.py:975: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n", + " warnings.warn(\n", + "/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/sklearn/preprocessing/_encoders.py:975: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n", + " warnings.warn(\n", + "/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/sklearn/preprocessing/_encoders.py:975: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n", + " warnings.warn(\n", + "/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/sklearn/preprocessing/_encoders.py:975: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Encoded data saved to './sample data/SEER/encoded_SEER_data.csv'\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.preprocessing import OneHotEncoder\n", + "\n", + "# Load the SEER dataset\n", + "df = pd.read_csv(\"./sample data/SEER/SEER-dataset-train.csv\")\n", + "\n", + "# Create binary outcome variable (1 for event, 0 for censored)\n", + "df['label'] = df['stutus_5_years'].apply(lambda x: 1 if x == 'Dead' else 0)\n", + "\n", + "# Keep original time variable\n", + "df['time'] = df['interva_years']\n", + "\n", + "# Identify categorical columns that need one-hot encoding\n", + "categorical_cols = [\n", + " 'Radiation recode', \n", + " 'Chemotherapy recode', \n", + " 'Radiation sequence with surgery',\n", + " 'ER Status Recode Breast Cancer (1990+)', \n", + " 'PR Status Recode Breast Cancer (1990+)',\n", + " 'Derived HER2 Recode (2010+)',\n", + " 'COD to site recode',\n", + " 'Race recode',\n", + " 'Sex',\n", + " 'Vital status recode (study cutoff used)'\n", + "]\n", + "\n", + "# Initialize the encoder\n", + "encoder = OneHotEncoder(sparse=False, drop='first')\n", + "\n", + "# Create a new dataframe for encoded features\n", + "encoded_df = pd.DataFrame()\n", + "\n", + "# Add time and label as the first columns\n", + "encoded_df['time'] = df['time']\n", + "encoded_df['label'] = df['label']\n", + "\n", + "# Add numeric columns directly\n", + "numeric_cols = [\n", + " 'Age at diagnosis', \n", + " 'Regional nodes positive (1988+)', \n", + " 'Total number of in situ/malignant tumors for patient',\n", + " 'CS tumor size (2004-2015)', \n", + " 'Regional nodes examined (1988+)'\n", + "]\n", + "\n", + "for col in numeric_cols:\n", + " encoded_df[col] = df[col]\n", + "\n", + "# One-hot encode categorical variables\n", + "for col in categorical_cols:\n", + " # Fit and transform the column\n", + " encoded_features = encoder.fit_transform(df[[col]])\n", + " \n", + " # Get feature names\n", + " feature_names = [f\"{col}_{cat}\" for cat in encoder.categories_[0][1:]]\n", + " \n", + " # Create a DataFrame with the encoded features\n", + " temp_df = pd.DataFrame(encoded_features, columns=feature_names)\n", + " \n", + " # Concatenate with the main dataframe\n", + " encoded_df = pd.concat([encoded_df, temp_df], axis=1)\n", + "\n", + "# Save the encoded dataset\n", + "encoded_df.to_csv(\"./sample data/SEER/encoded_SEER_data.csv\", index=False)\n", + "\n", + "print(\"Encoded data saved to './sample data/SEER/encoded_SEER_data.csv'\")" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset shape: (35349, 92)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_1716838/813281321.py:10: MatplotlibDeprecationWarning: The seaborn styles shipped by Matplotlib are deprecated since 3.6, as they no longer correspond to the styles shipped by seaborn. 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timelabelAge at diagnosisRegional nodes positive (1988+)Total number of in situ/malignant tumors for patientCS tumor size (2004-2015)Regional nodes examined (1988+)Radiation recode_Combination of beam with implants or isotopesRadiation recode_None/UnknownRadiation recode_Radioactive implants (includes brachytherapy) (1988+)...COD to site recode_Suicide and Self-Inflicted InjuryCOD to site recode_ThyroidCOD to site recode_TongueCOD to site recode_TuberculosisCOD to site recode_Urinary BladderCOD to site recode_VulvaRace recode_UnknownRace recode_WhiteSex_MaleVital status recode (study cutoff used)_Dead
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5 rows × 92 columns

\n", + "" + ], + "text/plain": [ + " time label Age at diagnosis Regional nodes positive (1988+) \\\n", + "0 5 0 54 3 \n", + "1 5 0 59 3 \n", + "2 6 0 54 0 \n", + "3 6 0 58 0 \n", + "4 5 0 89 0 \n", + "\n", + " Total number of in situ/malignant tumors for patient \\\n", + "0 1 \n", + "1 1 \n", + "2 2 \n", + "3 1 \n", + "4 1 \n", + "\n", + " CS tumor size (2004-2015) Regional nodes examined (1988+) \\\n", + "0 25 14 \n", + "1 36 19 \n", + "2 6 5 \n", + "3 1 1 \n", + "4 17 1 \n", + "\n", + " Radiation recode_Combination of beam with implants or isotopes \\\n", + "0 0.0 \n", + "1 0.0 \n", + "2 0.0 \n", + "3 0.0 \n", + "4 0.0 \n", + "\n", + " Radiation recode_None/Unknown \\\n", + "0 0.0 \n", + "1 0.0 \n", + "2 0.0 \n", + "3 0.0 \n", + "4 1.0 \n", + "\n", + " Radiation recode_Radioactive implants (includes brachytherapy) (1988+) \\\n", + "0 0.0 \n", + "1 0.0 \n", + "2 0.0 \n", + "3 0.0 \n", + "4 0.0 \n", + "\n", + " ... COD to site recode_Suicide and Self-Inflicted Injury \\\n", + "0 ... 0.0 \n", + "1 ... 0.0 \n", + "2 ... 0.0 \n", + "3 ... 0.0 \n", + "4 ... 0.0 \n", + "\n", + " COD to site recode_Thyroid COD to site recode_Tongue \\\n", + "0 0.0 0.0 \n", + "1 0.0 0.0 \n", + "2 0.0 0.0 \n", + "3 0.0 0.0 \n", + "4 0.0 0.0 \n", + "\n", + " COD to site recode_Tuberculosis COD to site recode_Urinary Bladder \\\n", + "0 0.0 0.0 \n", + "1 0.0 0.0 \n", + "2 0.0 0.0 \n", + "3 0.0 0.0 \n", + "4 0.0 0.0 \n", + "\n", + " COD to site recode_Vulva Race recode_Unknown Race recode_White Sex_Male \\\n", + "0 0.0 0.0 1.0 0.0 \n", + "1 0.0 0.0 1.0 0.0 \n", + "2 0.0 0.0 1.0 0.0 \n", + "3 0.0 0.0 1.0 0.0 \n", + "4 0.0 0.0 1.0 0.0 \n", + "\n", + " Vital status recode (study cutoff used)_Dead \n", + "0 0.0 \n", + "1 0.0 \n", + "2 0.0 \n", + "3 0.0 \n", + "4 0.0 \n", + "\n", + "[5 rows x 92 columns]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Import necessary libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from lifelines import KaplanMeierFitter\n", + "%matplotlib inline\n", + "\n", + "# Set style for better visualizations\n", + "plt.style.use('seaborn-whitegrid')\n", + "sns.set_palette('viridis')\n", + "\n", + "# Load the encoded dataset\n", + "df = pd.read_csv(\"./sample data/SEER/encoded_SEER_data.csv\")\n", + "\n", + "# Load the encoding mapping for reference\n", + "with open(\"./sample data/SEER/encoding_mapping.txt\", \"r\") as f:\n", + " mapping_text = f.read()\n", + "\n", + "# Display basic information about the dataset\n", + "print(f\"Dataset shape: {df.shape}\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Mapping for Radiation recode:\n", + " Beam radiation -> 0\n", + " None/Unknown -> 2\n", + " Radioactive implants (includes brachytherapy) (1988+) -> 3\n", + " Radioisotopes (1988+) -> 4\n", + " Combination of beam with implants or isotopes -> 1\n", + "\n", + "Mapping for Chemotherapy recode:\n", + " Yes -> 1\n", + " No/Unknown -> 0\n", + "\n", + "Mapping for Radiation sequence with surgery:\n", + " Radiation after surgery -> 3\n", + " No radiation and/or cancer-directed surgery -> 2\n", + " Radiation before and after surgery -> 4\n", + " Radiation prior to surgery -> 5\n", + " Intraoperative radiation -> 1\n" + ] + } + ], + "source": [ + "# Parse the encoding mapping\n", + "mapping_dict = {}\n", + "current_column = None\n", + "current_mapping = {}\n", + "\n", + "for line in mapping_text.split('\\n'):\n", + " if line.startswith('Column:'):\n", + " if current_column is not None:\n", + " mapping_dict[current_column] = current_mapping\n", + " current_column = line.replace('Column:', '').strip()\n", + " current_mapping = {}\n", + " elif '->' in line and current_column is not None:\n", + " original, encoded = line.strip().split('->')\n", + " original = original.strip()\n", + " encoded = encoded.strip()\n", + " try:\n", + " current_mapping[original] = int(encoded)\n", + " except:\n", + " current_mapping[original] = encoded\n", + "\n", + "if current_column is not None:\n", + " mapping_dict[current_column] = current_mapping\n", + "\n", + "# Display the first few mappings\n", + "for col, mapping in list(mapping_dict.items())[:3]:\n", + " print(f\"\\nMapping for {col}:\")\n", + " for orig, enc in list(mapping.items())[:5]:\n", + " print(f\" {orig} -> {enc}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 1: Age Distribution\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(data=df, x='Age at diagnosis', kde=True, bins=20)\n", + "plt.title('Age Distribution of Breast Cancer Patients', fontsize=16)\n", + "plt.xlabel('Age at Diagnosis', fontsize=14)\n", + "plt.ylabel('Count', fontsize=14)\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Could not interpret value `interva_years` for `x`. An entry with this name does not appear in `data`.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[39], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Visualization 2: Survival Time Distribution\u001b[39;00m\n\u001b[1;32m 2\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m12\u001b[39m, \u001b[38;5;241m6\u001b[39m))\n\u001b[0;32m----> 3\u001b[0m \u001b[43msns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhistplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43minterva_years\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkde\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbins\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m15\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDistribution of Survival Time\u001b[39m\u001b[38;5;124m'\u001b[39m, fontsize\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m16\u001b[39m)\n\u001b[1;32m 5\u001b[0m plt\u001b[38;5;241m.\u001b[39mxlabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSurvival Time (Years)\u001b[39m\u001b[38;5;124m'\u001b[39m, fontsize\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m14\u001b[39m)\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/distributions.py:1379\u001b[0m, in \u001b[0;36mhistplot\u001b[0;34m(data, x, y, hue, weights, stat, bins, binwidth, binrange, discrete, cumulative, common_bins, common_norm, multiple, element, fill, shrink, kde, kde_kws, line_kws, thresh, pthresh, pmax, cbar, cbar_ax, cbar_kws, palette, hue_order, hue_norm, color, log_scale, legend, ax, **kwargs)\u001b[0m\n\u001b[1;32m 1358\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mhistplot\u001b[39m(\n\u001b[1;32m 1359\u001b[0m data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m,\n\u001b[1;32m 1360\u001b[0m \u001b[38;5;66;03m# Vector variables\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1376\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 1377\u001b[0m ):\n\u001b[0;32m-> 1379\u001b[0m p \u001b[38;5;241m=\u001b[39m \u001b[43m_DistributionPlotter\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1380\u001b[0m \u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1381\u001b[0m \u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhue\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhue\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mweights\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mweights\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1382\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1384\u001b[0m p\u001b[38;5;241m.\u001b[39mmap_hue(palette\u001b[38;5;241m=\u001b[39mpalette, order\u001b[38;5;241m=\u001b[39mhue_order, norm\u001b[38;5;241m=\u001b[39mhue_norm)\n\u001b[1;32m 1386\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ax \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/distributions.py:110\u001b[0m, in \u001b[0;36m_DistributionPlotter.__init__\u001b[0;34m(self, data, variables)\u001b[0m\n\u001b[1;32m 104\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\n\u001b[1;32m 105\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 106\u001b[0m data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 107\u001b[0m variables\u001b[38;5;241m=\u001b[39m{},\n\u001b[1;32m 108\u001b[0m ):\n\u001b[0;32m--> 110\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvariables\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/_base.py:634\u001b[0m, in \u001b[0;36mVectorPlotter.__init__\u001b[0;34m(self, data, variables)\u001b[0m\n\u001b[1;32m 629\u001b[0m \u001b[38;5;66;03m# var_ordered is relevant only for categorical axis variables, and may\u001b[39;00m\n\u001b[1;32m 630\u001b[0m \u001b[38;5;66;03m# be better handled by an internal axis information object that tracks\u001b[39;00m\n\u001b[1;32m 631\u001b[0m \u001b[38;5;66;03m# such information and is set up by the scale_* methods. The analogous\u001b[39;00m\n\u001b[1;32m 632\u001b[0m \u001b[38;5;66;03m# information for numeric axes would be information about log scales.\u001b[39;00m\n\u001b[1;32m 633\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_var_ordered \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mFalse\u001b[39;00m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mFalse\u001b[39;00m} \u001b[38;5;66;03m# alt., used DefaultDict\u001b[39;00m\n\u001b[0;32m--> 634\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43massign_variables\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 636\u001b[0m \u001b[38;5;66;03m# TODO Lots of tests assume that these are called to initialize the\u001b[39;00m\n\u001b[1;32m 637\u001b[0m \u001b[38;5;66;03m# mappings to default values on class initialization. I'd prefer to\u001b[39;00m\n\u001b[1;32m 638\u001b[0m \u001b[38;5;66;03m# move away from that and only have a mapping when explicitly called.\u001b[39;00m\n\u001b[1;32m 639\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m var \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhue\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msize\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstyle\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/_base.py:679\u001b[0m, in \u001b[0;36mVectorPlotter.assign_variables\u001b[0;34m(self, data, variables)\u001b[0m\n\u001b[1;32m 674\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 675\u001b[0m \u001b[38;5;66;03m# When dealing with long-form input, use the newer PlotData\u001b[39;00m\n\u001b[1;32m 676\u001b[0m \u001b[38;5;66;03m# object (internal but introduced for the objects interface)\u001b[39;00m\n\u001b[1;32m 677\u001b[0m \u001b[38;5;66;03m# to centralize / standardize data consumption logic.\u001b[39;00m\n\u001b[1;32m 678\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minput_format \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlong\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 679\u001b[0m plot_data \u001b[38;5;241m=\u001b[39m \u001b[43mPlotData\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 680\u001b[0m frame \u001b[38;5;241m=\u001b[39m plot_data\u001b[38;5;241m.\u001b[39mframe\n\u001b[1;32m 681\u001b[0m names \u001b[38;5;241m=\u001b[39m plot_data\u001b[38;5;241m.\u001b[39mnames\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/_core/data.py:58\u001b[0m, in \u001b[0;36mPlotData.__init__\u001b[0;34m(self, data, variables)\u001b[0m\n\u001b[1;32m 51\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 53\u001b[0m data: DataSource,\n\u001b[1;32m 54\u001b[0m variables: \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mstr\u001b[39m, VariableSpec],\n\u001b[1;32m 55\u001b[0m ):\n\u001b[1;32m 57\u001b[0m data \u001b[38;5;241m=\u001b[39m handle_data_source(data)\n\u001b[0;32m---> 58\u001b[0m frame, names, ids \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_assign_variables\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 60\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mframe \u001b[38;5;241m=\u001b[39m frame\n\u001b[1;32m 61\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnames \u001b[38;5;241m=\u001b[39m names\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/_core/data.py:232\u001b[0m, in \u001b[0;36mPlotData._assign_variables\u001b[0;34m(self, data, variables)\u001b[0m\n\u001b[1;32m 230\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 231\u001b[0m err \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAn entry with this name does not appear in `data`.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 232\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(err)\n\u001b[1;32m 234\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 235\u001b[0m \n\u001b[1;32m 236\u001b[0m \u001b[38;5;66;03m# Otherwise, assume the value somehow represents data\u001b[39;00m\n\u001b[1;32m 237\u001b[0m \n\u001b[1;32m 238\u001b[0m \u001b[38;5;66;03m# Ignore empty data structures\u001b[39;00m\n\u001b[1;32m 239\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(val, Sized) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(val) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n", + "\u001b[0;31mValueError\u001b[0m: Could not interpret value `interva_years` for `x`. An entry with this name does not appear in `data`." + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 2: Survival Time Distribution\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(data=df, x='interva_years', kde=True, bins=15)\n", + "plt.title('Distribution of Survival Time', fontsize=16)\n", + "plt.xlabel('Survival Time (Years)', fontsize=14)\n", + "plt.ylabel('Count', fontsize=14)\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'COD to site recode'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/pandas/core/indexes/base.py:3080\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3079\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3080\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3081\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", + "File \u001b[0;32mpandas/_libs/index.pyx:70\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mpandas/_libs/index.pyx:101\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:4554\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:4562\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'COD to site recode'", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[40], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Visualization 3: Cause of Death Distribution\u001b[39;00m\n\u001b[1;32m 2\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m12\u001b[39m, \u001b[38;5;241m6\u001b[39m))\n\u001b[0;32m----> 3\u001b[0m cod_counts \u001b[38;5;241m=\u001b[39m \u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mCOD to site recode\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mvalue_counts()\u001b[38;5;241m.\u001b[39msort_index()\n\u001b[1;32m 5\u001b[0m \u001b[38;5;66;03m# Create labels using the mapping\u001b[39;00m\n\u001b[1;32m 6\u001b[0m cod_labels \u001b[38;5;241m=\u001b[39m []\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/pandas/core/frame.py:3024\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3022\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m 3023\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 3024\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3025\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[1;32m 3026\u001b[0m indexer \u001b[38;5;241m=\u001b[39m [indexer]\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/pandas/core/indexes/base.py:3082\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3080\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[1;32m 3081\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m-> 3082\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 3084\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m tolerance \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 3085\u001b[0m tolerance \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_convert_tolerance(tolerance, np\u001b[38;5;241m.\u001b[39masarray(key))\n", + "\u001b[0;31mKeyError\u001b[0m: 'COD to site recode'" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 3: Cause of Death Distribution\n", + "plt.figure(figsize=(12, 6))\n", + "cod_counts = df['COD to site recode'].value_counts().sort_index()\n", + "\n", + "# Create labels using the mapping\n", + "cod_labels = []\n", + "if 'COD to site recode' in mapping_dict:\n", + " for code in cod_counts.index:\n", + " for orig, enc in mapping_dict['COD to site recode'].items():\n", + " if enc == code:\n", + " cod_labels.append(orig)\n", + " break\n", + " else:\n", + " cod_labels.append(f\"Code {code}\")\n", + "else:\n", + " cod_labels = [f\"Code {code}\" for code in cod_counts.index]\n", + "\n", + "plt.bar(cod_labels, cod_counts.values)\n", + "plt.title('Distribution of Cause of Death', fontsize=16)\n", + "plt.xlabel('Cause of Death', fontsize=14)\n", + "plt.ylabel('Count', fontsize=14)\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.grid(True, alpha=0.3, axis='y')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 4: Age vs Survival Time by Cause of Death\n", + "plt.figure(figsize=(14, 8))\n", + "scatter = sns.scatterplot(data=df, x='Age at diagnosis', y='interva_years', \n", + " hue='COD to site recode', palette='viridis', alpha=0.7)\n", + "\n", + "# Add a legend with proper labels\n", + "if 'COD to site recode' in mapping_dict:\n", + " handles, labels = scatter.get_legend_handles_labels()\n", + " new_labels = []\n", + " for label in labels:\n", + " for orig, enc in mapping_dict['COD to site recode'].items():\n", + " if str(enc) == label:\n", + " new_labels.append(orig)\n", + " break\n", + " else:\n", + " new_labels.append(f\"Code {label}\")\n", + " plt.legend(handles, new_labels, title='Cause of Death', loc='best')\n", + "\n", + "plt.title('Age vs Survival Time by Cause of Death', fontsize=16)\n", + "plt.xlabel('Age at Diagnosis', fontsize=14)\n", + "plt.ylabel('Survival Time (Years)', fontsize=14)\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Could not interpret value `Radiation recode` for `x`. An entry with this name does not appear in `data`.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[41], line 5\u001b[0m\n\u001b[1;32m 2\u001b[0m fig, axes \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots(\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m, figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m20\u001b[39m, \u001b[38;5;241m8\u001b[39m))\n\u001b[1;32m 4\u001b[0m \u001b[38;5;66;03m# Radiation impact\u001b[39;00m\n\u001b[0;32m----> 5\u001b[0m \u001b[43msns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mboxplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mRadiation recode\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43minterva_years\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhue\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mCOD to site recode\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43max\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxes\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 7\u001b[0m \u001b[38;5;66;03m# Add proper labels for radiation\u001b[39;00m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRadiation recode\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;129;01min\u001b[39;00m mapping_dict:\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/categorical.py:1597\u001b[0m, in \u001b[0;36mboxplot\u001b[0;34m(data, x, y, hue, order, hue_order, orient, color, palette, saturation, fill, dodge, width, gap, whis, linecolor, linewidth, fliersize, hue_norm, native_scale, log_scale, formatter, legend, ax, **kwargs)\u001b[0m\n\u001b[1;32m 1589\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mboxplot\u001b[39m(\n\u001b[1;32m 1590\u001b[0m data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m, x\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, y\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, hue\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, order\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, hue_order\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 1591\u001b[0m orient\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, color\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, palette\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, saturation\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m.75\u001b[39m, fill\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1594\u001b[0m legend\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mauto\u001b[39m\u001b[38;5;124m\"\u001b[39m, ax\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m 1595\u001b[0m ):\n\u001b[0;32m-> 1597\u001b[0m p \u001b[38;5;241m=\u001b[39m \u001b[43m_CategoricalPlotter\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1598\u001b[0m \u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1599\u001b[0m \u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhue\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhue\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1600\u001b[0m \u001b[43m \u001b[49m\u001b[43morder\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43morder\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1601\u001b[0m \u001b[43m \u001b[49m\u001b[43morient\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43morient\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1602\u001b[0m \u001b[43m \u001b[49m\u001b[43mcolor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcolor\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1603\u001b[0m \u001b[43m \u001b[49m\u001b[43mlegend\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlegend\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1604\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1606\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ax \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 1607\u001b[0m ax \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mgca()\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/categorical.py:67\u001b[0m, in \u001b[0;36m_CategoricalPlotter.__init__\u001b[0;34m(self, data, variables, order, orient, require_numeric, color, legend)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 58\u001b[0m data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 64\u001b[0m legend\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mauto\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 65\u001b[0m ):\n\u001b[0;32m---> 67\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvariables\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 69\u001b[0m \u001b[38;5;66;03m# This method takes care of some bookkeeping that is necessary because the\u001b[39;00m\n\u001b[1;32m 70\u001b[0m \u001b[38;5;66;03m# original categorical plots (prior to the 2021 refactor) had some rules that\u001b[39;00m\n\u001b[1;32m 71\u001b[0m \u001b[38;5;66;03m# don't fit exactly into VectorPlotter logic. It may be wise to have a second\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[38;5;66;03m# default VectorPlotter rules. If we do decide to make orient part of the\u001b[39;00m\n\u001b[1;32m 77\u001b[0m \u001b[38;5;66;03m# _base variable assignment, we'll want to figure out how to express that.\u001b[39;00m\n\u001b[1;32m 78\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minput_format \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwide\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m orient \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mh\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/_base.py:634\u001b[0m, in \u001b[0;36mVectorPlotter.__init__\u001b[0;34m(self, data, variables)\u001b[0m\n\u001b[1;32m 629\u001b[0m \u001b[38;5;66;03m# var_ordered is relevant only for categorical axis variables, and may\u001b[39;00m\n\u001b[1;32m 630\u001b[0m \u001b[38;5;66;03m# be better handled by an internal axis information object that tracks\u001b[39;00m\n\u001b[1;32m 631\u001b[0m \u001b[38;5;66;03m# such information and is set up by the scale_* methods. The analogous\u001b[39;00m\n\u001b[1;32m 632\u001b[0m \u001b[38;5;66;03m# information for numeric axes would be information about log scales.\u001b[39;00m\n\u001b[1;32m 633\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_var_ordered \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mFalse\u001b[39;00m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mFalse\u001b[39;00m} \u001b[38;5;66;03m# alt., used DefaultDict\u001b[39;00m\n\u001b[0;32m--> 634\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43massign_variables\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 636\u001b[0m \u001b[38;5;66;03m# TODO Lots of tests assume that these are called to initialize the\u001b[39;00m\n\u001b[1;32m 637\u001b[0m \u001b[38;5;66;03m# mappings to default values on class initialization. I'd prefer to\u001b[39;00m\n\u001b[1;32m 638\u001b[0m \u001b[38;5;66;03m# move away from that and only have a mapping when explicitly called.\u001b[39;00m\n\u001b[1;32m 639\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m var \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhue\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msize\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstyle\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/_base.py:679\u001b[0m, in \u001b[0;36mVectorPlotter.assign_variables\u001b[0;34m(self, data, variables)\u001b[0m\n\u001b[1;32m 674\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 675\u001b[0m \u001b[38;5;66;03m# When dealing with long-form input, use the newer PlotData\u001b[39;00m\n\u001b[1;32m 676\u001b[0m \u001b[38;5;66;03m# object (internal but introduced for the objects interface)\u001b[39;00m\n\u001b[1;32m 677\u001b[0m \u001b[38;5;66;03m# to centralize / standardize data consumption logic.\u001b[39;00m\n\u001b[1;32m 678\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minput_format \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlong\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 679\u001b[0m plot_data \u001b[38;5;241m=\u001b[39m \u001b[43mPlotData\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 680\u001b[0m frame \u001b[38;5;241m=\u001b[39m plot_data\u001b[38;5;241m.\u001b[39mframe\n\u001b[1;32m 681\u001b[0m names \u001b[38;5;241m=\u001b[39m plot_data\u001b[38;5;241m.\u001b[39mnames\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/_core/data.py:58\u001b[0m, in \u001b[0;36mPlotData.__init__\u001b[0;34m(self, data, variables)\u001b[0m\n\u001b[1;32m 51\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 53\u001b[0m data: DataSource,\n\u001b[1;32m 54\u001b[0m variables: \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mstr\u001b[39m, VariableSpec],\n\u001b[1;32m 55\u001b[0m ):\n\u001b[1;32m 57\u001b[0m data \u001b[38;5;241m=\u001b[39m handle_data_source(data)\n\u001b[0;32m---> 58\u001b[0m frame, names, ids \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_assign_variables\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 60\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mframe \u001b[38;5;241m=\u001b[39m frame\n\u001b[1;32m 61\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnames \u001b[38;5;241m=\u001b[39m names\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/_core/data.py:232\u001b[0m, in \u001b[0;36mPlotData._assign_variables\u001b[0;34m(self, data, variables)\u001b[0m\n\u001b[1;32m 230\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 231\u001b[0m err \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAn entry with this name does not appear in `data`.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 232\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(err)\n\u001b[1;32m 234\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 235\u001b[0m \n\u001b[1;32m 236\u001b[0m \u001b[38;5;66;03m# Otherwise, assume the value somehow represents data\u001b[39;00m\n\u001b[1;32m 237\u001b[0m \n\u001b[1;32m 238\u001b[0m \u001b[38;5;66;03m# Ignore empty data structures\u001b[39;00m\n\u001b[1;32m 239\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(val, Sized) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(val) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n", + "\u001b[0;31mValueError\u001b[0m: Could not interpret value `Radiation recode` for `x`. An entry with this name does not appear in `data`." + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 5: Treatment Impact on Survival\n", + "fig, axes = plt.subplots(1, 2, figsize=(20, 8))\n", + "\n", + "# Radiation impact\n", + "sns.boxplot(x='Radiation recode', y='interva_years', hue='COD to site recode', data=df, ax=axes[0])\n", + "\n", + "# Add proper labels for radiation\n", + "if 'Radiation recode' in mapping_dict:\n", + " x_labels = []\n", + " for code in sorted(df['Radiation recode'].unique()):\n", + " for orig, enc in mapping_dict['Radiation recode'].items():\n", + " if enc == code:\n", + " x_labels.append(orig)\n", + " break\n", + " else:\n", + " x_labels.append(f\"Code {code}\")\n", + " axes[0].set_xticklabels(x_labels)\n", + "\n", + "axes[0].set_title('Impact of Radiation on Survival Time', fontsize=16)\n", + "axes[0].set_xlabel('Radiation Treatment', fontsize=14)\n", + "axes[0].set_ylabel('Survival Time (Years)', fontsize=14)\n", + "axes[0].tick_params(axis='x', rotation=45)\n", + "\n", + "# Chemotherapy impact\n", + "sns.boxplot(x='Chemotherapy recode', y='interva_years', hue='COD to site recode', data=df, ax=axes[1])\n", + "\n", + "# Add proper labels for chemotherapy\n", + "if 'Chemotherapy recode' in mapping_dict:\n", + " x_labels = []\n", + " for code in sorted(df['Chemotherapy recode'].unique()):\n", + " for orig, enc in mapping_dict['Chemotherapy recode'].items():\n", + " if enc == code:\n", + " x_labels.append(orig)\n", + " break\n", + " else:\n", + " x_labels.append(f\"Code {code}\")\n", + " axes[1].set_xticklabels(x_labels)\n", + "\n", + "axes[1].set_title('Impact of Chemotherapy on Survival Time', fontsize=16)\n", + "axes[1].set_xlabel('Chemotherapy Treatment', fontsize=14)\n", + "axes[1].set_ylabel('Survival Time (Years)', fontsize=14)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 6: Tumor Size vs Survival Time\n", + "plt.figure(figsize=(12, 8))\n", + "sns.scatterplot(x='CS tumor size (2004-2015)', y='interva_years', \n", + " hue='COD to site recode', data=df, alpha=0.7)\n", + "plt.title('Tumor Size vs Survival Time', fontsize=16)\n", + "plt.xlabel('Tumor Size (mm)', fontsize=14)\n", + "plt.ylabel('Survival Time (Years)', fontsize=14)\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Could not interpret value `ER Status Recode Breast Cancer (1990+)` for `x`. An entry with this name does not appear in `data`.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[42], line 5\u001b[0m\n\u001b[1;32m 2\u001b[0m fig, axes \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots(\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m3\u001b[39m, figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m20\u001b[39m, \u001b[38;5;241m7\u001b[39m))\n\u001b[1;32m 4\u001b[0m \u001b[38;5;66;03m# ER Status\u001b[39;00m\n\u001b[0;32m----> 5\u001b[0m \u001b[43msns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mboxplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mER Status Recode Breast Cancer (1990+)\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43minterva_years\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m 6\u001b[0m \u001b[43m \u001b[49m\u001b[43mhue\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mCOD to site recode\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43max\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxes\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;66;03m# Add proper labels for ER Status\u001b[39;00m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mER Status Recode Breast Cancer (1990+)\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;129;01min\u001b[39;00m mapping_dict:\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/categorical.py:1597\u001b[0m, in \u001b[0;36mboxplot\u001b[0;34m(data, x, y, hue, order, hue_order, orient, color, palette, saturation, fill, dodge, width, gap, whis, linecolor, linewidth, fliersize, hue_norm, native_scale, log_scale, formatter, legend, ax, **kwargs)\u001b[0m\n\u001b[1;32m 1589\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mboxplot\u001b[39m(\n\u001b[1;32m 1590\u001b[0m data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m, x\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, y\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, hue\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, order\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, hue_order\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 1591\u001b[0m orient\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, color\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, palette\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, saturation\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m.75\u001b[39m, fill\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1594\u001b[0m legend\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mauto\u001b[39m\u001b[38;5;124m\"\u001b[39m, ax\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m 1595\u001b[0m ):\n\u001b[0;32m-> 1597\u001b[0m p \u001b[38;5;241m=\u001b[39m \u001b[43m_CategoricalPlotter\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1598\u001b[0m \u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1599\u001b[0m \u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhue\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhue\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1600\u001b[0m \u001b[43m \u001b[49m\u001b[43morder\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43morder\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1601\u001b[0m \u001b[43m \u001b[49m\u001b[43morient\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43morient\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1602\u001b[0m \u001b[43m \u001b[49m\u001b[43mcolor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcolor\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1603\u001b[0m \u001b[43m \u001b[49m\u001b[43mlegend\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlegend\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1604\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1606\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ax \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 1607\u001b[0m ax \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mgca()\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/categorical.py:67\u001b[0m, in \u001b[0;36m_CategoricalPlotter.__init__\u001b[0;34m(self, data, variables, order, orient, require_numeric, color, legend)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 58\u001b[0m data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 64\u001b[0m legend\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mauto\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 65\u001b[0m ):\n\u001b[0;32m---> 67\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvariables\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 69\u001b[0m \u001b[38;5;66;03m# This method takes care of some bookkeeping that is necessary because the\u001b[39;00m\n\u001b[1;32m 70\u001b[0m \u001b[38;5;66;03m# original categorical plots (prior to the 2021 refactor) had some rules that\u001b[39;00m\n\u001b[1;32m 71\u001b[0m \u001b[38;5;66;03m# don't fit exactly into VectorPlotter logic. It may be wise to have a second\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[38;5;66;03m# default VectorPlotter rules. If we do decide to make orient part of the\u001b[39;00m\n\u001b[1;32m 77\u001b[0m \u001b[38;5;66;03m# _base variable assignment, we'll want to figure out how to express that.\u001b[39;00m\n\u001b[1;32m 78\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minput_format \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwide\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m orient \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mh\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/_base.py:634\u001b[0m, in \u001b[0;36mVectorPlotter.__init__\u001b[0;34m(self, data, variables)\u001b[0m\n\u001b[1;32m 629\u001b[0m \u001b[38;5;66;03m# var_ordered is relevant only for categorical axis variables, and may\u001b[39;00m\n\u001b[1;32m 630\u001b[0m \u001b[38;5;66;03m# be better handled by an internal axis information object that tracks\u001b[39;00m\n\u001b[1;32m 631\u001b[0m \u001b[38;5;66;03m# such information and is set up by the scale_* methods. The analogous\u001b[39;00m\n\u001b[1;32m 632\u001b[0m \u001b[38;5;66;03m# information for numeric axes would be information about log scales.\u001b[39;00m\n\u001b[1;32m 633\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_var_ordered \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mFalse\u001b[39;00m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mFalse\u001b[39;00m} \u001b[38;5;66;03m# alt., used DefaultDict\u001b[39;00m\n\u001b[0;32m--> 634\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43massign_variables\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 636\u001b[0m \u001b[38;5;66;03m# TODO Lots of tests assume that these are called to initialize the\u001b[39;00m\n\u001b[1;32m 637\u001b[0m \u001b[38;5;66;03m# mappings to default values on class initialization. I'd prefer to\u001b[39;00m\n\u001b[1;32m 638\u001b[0m \u001b[38;5;66;03m# move away from that and only have a mapping when explicitly called.\u001b[39;00m\n\u001b[1;32m 639\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m var \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhue\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msize\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstyle\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/_base.py:679\u001b[0m, in \u001b[0;36mVectorPlotter.assign_variables\u001b[0;34m(self, data, variables)\u001b[0m\n\u001b[1;32m 674\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 675\u001b[0m \u001b[38;5;66;03m# When dealing with long-form input, use the newer PlotData\u001b[39;00m\n\u001b[1;32m 676\u001b[0m \u001b[38;5;66;03m# object (internal but introduced for the objects interface)\u001b[39;00m\n\u001b[1;32m 677\u001b[0m \u001b[38;5;66;03m# to centralize / standardize data consumption logic.\u001b[39;00m\n\u001b[1;32m 678\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minput_format \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlong\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 679\u001b[0m plot_data \u001b[38;5;241m=\u001b[39m \u001b[43mPlotData\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 680\u001b[0m frame \u001b[38;5;241m=\u001b[39m plot_data\u001b[38;5;241m.\u001b[39mframe\n\u001b[1;32m 681\u001b[0m names \u001b[38;5;241m=\u001b[39m plot_data\u001b[38;5;241m.\u001b[39mnames\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/_core/data.py:58\u001b[0m, in \u001b[0;36mPlotData.__init__\u001b[0;34m(self, data, variables)\u001b[0m\n\u001b[1;32m 51\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 53\u001b[0m data: DataSource,\n\u001b[1;32m 54\u001b[0m variables: \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mstr\u001b[39m, VariableSpec],\n\u001b[1;32m 55\u001b[0m ):\n\u001b[1;32m 57\u001b[0m data \u001b[38;5;241m=\u001b[39m handle_data_source(data)\n\u001b[0;32m---> 58\u001b[0m frame, names, ids \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_assign_variables\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariables\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 60\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mframe \u001b[38;5;241m=\u001b[39m frame\n\u001b[1;32m 61\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnames \u001b[38;5;241m=\u001b[39m names\n", + "File \u001b[0;32m/opt/anaconda3/envs/tensorflow1.15_nvidia/lib/python3.8/site-packages/seaborn/_core/data.py:232\u001b[0m, in \u001b[0;36mPlotData._assign_variables\u001b[0;34m(self, data, variables)\u001b[0m\n\u001b[1;32m 230\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 231\u001b[0m err \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAn entry with this name does not appear in `data`.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 232\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(err)\n\u001b[1;32m 234\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 235\u001b[0m \n\u001b[1;32m 236\u001b[0m \u001b[38;5;66;03m# Otherwise, assume the value somehow represents data\u001b[39;00m\n\u001b[1;32m 237\u001b[0m \n\u001b[1;32m 238\u001b[0m \u001b[38;5;66;03m# Ignore empty data structures\u001b[39;00m\n\u001b[1;32m 239\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(val, Sized) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(val) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n", + "\u001b[0;31mValueError\u001b[0m: Could not interpret value `ER Status Recode Breast Cancer (1990+)` for `x`. An entry with this name does not appear in `data`." + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 7: Hormone Receptor Status and Survival\n", + "fig, axes = plt.subplots(1, 3, figsize=(20, 7))\n", + "\n", + "# ER Status\n", + "sns.boxplot(x='ER Status Recode Breast Cancer (1990+)', y='interva_years', \n", + " hue='COD to site recode', data=df, ax=axes[0])\n", + "\n", + "# Add proper labels for ER Status\n", + "if 'ER Status Recode Breast Cancer (1990+)' in mapping_dict:\n", + " x_labels = []\n", + " for code in sorted(df['ER Status Recode Breast Cancer (1990+)'].unique()):\n", + " for orig, enc in mapping_dict['ER Status Recode Breast Cancer (1990+)'].items():\n", + " if enc == code:\n", + " x_labels.append(orig)\n", + " break\n", + " else:\n", + " x_labels.append(f\"Code {code}\")\n", + " axes[0].set_xticklabels(x_labels)\n", + "\n", + "axes[0].set_title('ER Status and Survival', fontsize=16)\n", + "axes[0].set_xlabel('ER Status', fontsize=14)\n", + "axes[0].set_ylabel('Survival Time (Years)', fontsize=14)\n", + "\n", + "# PR Status\n", + "sns.boxplot(x='PR Status Recode Breast Cancer (1990+)', y='interva_years', \n", + " hue='COD to site recode', data=df, ax=axes[1])\n", + "\n", + "# Add proper labels for PR Status\n", + "if 'PR Status Recode Breast Cancer (1990+)' in mapping_dict:\n", + " x_labels = []\n", + " for code in sorted(df['PR Status Recode Breast Cancer (1990+)'].unique()):\n", + " for orig, enc in mapping_dict['PR Status Recode Breast Cancer (1990+)'].items():\n", + " if enc == code:\n", + " x_labels.append(orig)\n", + " break\n", + " else:\n", + " x_labels.append(f\"Code {code}\")\n", + " axes[1].set_xticklabels(x_labels)\n", + "\n", + "axes[1].set_title('PR Status and Survival', fontsize=16)\n", + "axes[1].set_xlabel('PR Status', fontsize=14)\n", + "axes[1].set_ylabel('Survival Time (Years)', fontsize=14)\n", + "\n", + "# HER2 Status\n", + "sns.boxplot" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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98cQT+vPPP9WgQQPdeeed2rdvn4YNG6Yvvvgi0zINd9xxh6SUV9QtX77c6lg3BAUF6YMPPrD5mPCcGDFihLZs2aJmzZqpVKlSqlu3rmrXrq0zZ85ox44d6ab/7bffdPHiRTVv3lxlypRJN75kyZJq2bKl4uLi0vVvpZR6OnTokO644w7zWM/ONSNHyo1jWsrZcQUAOWIBANySli1bWoKDgy1btmwxh23ZssUSHBxsCQ4Otrz++uuWhIQEi8ViscTHx1u6dOlijps+fbo5z/nz5y133XWXJTg42LJnzx5z+LPPPmsJDg623HHHHZZly5aZw6Ojoy3t27e3BAcHW+bMmWMO/+KLLyzBwcGWl156ySzXYrFYEhMTLe+++64lODjY8vzzz5vDk5KSLB07drQEBwdbJk6caElKSjLHzZs3zxIcHGx59NFHzWFvvfWWJTg42PL999/bVT9ff/21JTg42PLQQw9ZTp48aQ6/evWqpXfv3pbg4GBL//79rebJbhmffPKJJTg42PLWW2+lG3fz5k3L+fPnLT/99JOlWbNmluDgYMvYsWOtpunTp48lODjY8vnnn1sNv3LliuXxxx+3BAcHW2bMmGEO3717tyUkJMQSFhZmOXTokDn85MmTlhYtWpjbNzVjPzlx4oTFYknZFxo3bmypXbu2Zfv27VbThoeHWxo2bGgJDg62/Pnnn+ZwY7966qmnrKa3NfzAgQOWO+64w1K3bl3Lxo0bzeFJSUmWqVOnWoKDgy3Nmze3xMbGpovx3nvvtRw8eNAcfurUKUtYWJglODjYsm7dunR1nNavv/5qCQ4OtjRp0sTy999/m8Pj4+Mtw4cPtwQHB1s6depkSU5ONscZdfbII49YTp06ZQ7fu3evpXbt2pbg4GDL4cOHsyzbYrFYhg4dai6vdu3alm7dulmmTp1q2bx5syUuLi7D+dJuo9SMfezDDz80hy1atMgsZ8WKFebwpKQky4EDB8z1Sev777+3BAcHW0aNGmUOM47z33//3WKxWCwxMTGW2rVrW+6++25LfHy81fy///67JTg42NKnTx9zWHb3YSP2QYMGZVgfGTH2t5YtW2Y4Tdr1ST2sXr16ll27dpnDV69ebdZjy5YtLadPnzbHTZo0yRIcHGzp3bu3OSwmJsYSFhZmqVWrllW9WywWy4IFCyzBwcGWBx54IF29AQAAIO/QL85cXveLk5OTzX5T6v5Udhh1XLduXcvmzZvN4RcuXDD70osXLzaHHz161FKnTh1LgwYNLFu3bjWHJyUlWT788ENLcHCwpWvXrlZlGNu8Xbt2lujoaHP46NGjzXF9+vQx+6k3b960dO3a1RIcHGyZPXu2OX1O6jOj/p4xvGnTppYDBw6Yw0+cOGGpV6+eJTg42Gr9Nm/ebAkJCbE0b97cavr4+HjLkCFD0vWzIiIizHV77733rOrJYsl+Xy71cfXkk09aLl26ZI6bP3++2ae/du2axWJJ2X61a9e21KtXzxxmWL58uSU4ONgybNgwS1bGjRtnCQ4OtjzxxBOWCxcumMOjo6PN43ncuHE243zttdcs169fN8cZ269p06ZW1wUycv36dcujjz5qLu+uu+6y9O/f3zJ37lzLvn37MlyGUffNmjWzOd5Wv9U47urXr2/uW8nJyZbk5GTLV199lW47GgYNGmQJDg62rFq1yhxmxHvz5k2LxWKxrFmzJl3/1mAcM0Y7lpNrRtltl1LL7LpaRuuTetitHtPZPa4A4FZwxzgA5CE3Nze9/fbb5nulPT091aZNG0lSpUqV1KdPH3Pa8uXLm498OnnyZLplPf7441a//C5btqzGjBkjSfrvf/9rDi9atKjuv/9+DRo0yOp91h4eHuY7l1P/avuvv/7S/v37dfvtt2vw4MFyd//31PDMM88oLCxMxYsXt/kYNHvMnTtXUsqjn41fvEspjzWfPHmySpQoodWrV+fKO7+XLFliPtrJ+Ktdu7buu+8+DR48WDExMXrxxRf15ptvWs1XqVIlPfjgg3rhhReshpcoUUKPPvqoJOs6M95N3a9fPwUHB5vDK1eurKFDh9oVa3R0tO677z698MILuuuuu6zG1ahRQ02aNElXbnZ89dVXSk5OVq9evazuSnZ3d1f//v0VFhams2fP6n//+1+6eXv37m11N0JgYKBatWolKeUuiqwY2/zNN99UnTp1zOGenp569913Va1aNe3bt09btmxJN+/rr7+uwMBA83Pt2rXVsGFDSdKRI0eyLFuSRo0apVdffVW+vr66efOmtm7dqqlTp+q5555TWFiYXnnlFR04cMCuZdmjfPnyatu2rfnZ3d1dd9xxh+644w4dOXLE6jFoksw6N+4Kt6VMmTJq3ry5Ll++nO6Rd8b8jz32mDksu/uwI3Xp0kX16tUzPz/00EPmu8j79u2rSpUqmeNat24tSVbtw8KFC3Xp0iU9/fTTVvUuSU8++aRatmypiIgI/fLLL3m5GgAAALAT/eK87xdfvHjRvIu2XLlyOVqG4T//+Y/ZH5VSnljWqVMnSbLq23z11VdKSEjQK6+8orCwMHO4u7u7XnvtNYWEhGjHjh3atWtXujIGDBigsmXLmp9T922GDBkib29vSVKRIkXMvmjqusmL+uzdu7d5Z7IkVa1aVQ888EC69Z49e7YsFouGDx9uNb2np6feeecdlStXTitWrEh3N6wkPfvss+b/jX0sp325IkWK6MMPPzRfFydJTz31lO6//35FRUWZ/SE/Pz+1atVKsbGx6V5TZdxF3rlz50xqJuVu8fnz58vd3V0ffPCB/Pz8zHFly5bVlClT5OHhof/+97/pnipQpEgRvfPOO1Z36D/55JPy9PTUhQsXzMekZ8bX11dff/21HnvsMbm7u+vKlStavXq13n//fXXq1En33nuvRo8ebdey7NWyZUtz33Jzc5Obm5seffRRFSlSRKtWrbJ6ikBsbKx+/fVX867wjBh3k//+++/pXjG3fPlyeXh4mNs8r68Z5bZbPaZv5bgCgOwiMQ4AeahKlSpWHQZJ5ufbb79dHh4eVuNKlCghKaXTkZatx6HVrVtXFSpUUEREhPm+rGeffVazZs1SjRo1zOmuXbum3bt3a/Xq1ZJk9Xirbdu2SZJatGhh831N33zzjebPn59uPexx5swZnTp1Sn5+flYdZUOJEiXMR7cZcdyKypUrq3379mrfvr0eeeQRsw6KFCmiV199VRs3btRbb72lIkWKWM33zjvvaPr06Vbb48KFC/rjjz/MR2SlrrPt27dLks3HzrVo0SLd8m0JCAjQ5MmTNWjQIHOYxWLRqVOntHr1arNzY+tRZPYwYjQuOKVl7E+26r1+/frphvn7+0tSlu/6TkxM1M6dO+Xu7q6HHnoo3fgiRYqYyc6tW7dmq2x73ylVpEgRvfzyy/rtt980ZcoUPf7446pataqklPcMrl69Wl26dNH8+fPtWl5WMnqkoZH4XrFihTns/Pnz2r59u6pVq6a6detmulxbj1NPSEjQL7/8ohIlSpgXaaTs78OOlDopbjAeNZe6AyylPG5Oso7d2G8aN25sc/nGD0Fs7V8AAADIf/SL875fnLoPau/rrzKS+h3NhooVK0qS1auqMvte7ubmpvvuu0+SfX1Ooz/g4+OjatWqWY1L2yfIq/o0fpCdmvGjXWO9k5KS9Oeff0qyvd7e3t666667rKZLPS71K90MOe3LNWjQQAEBAemGG/3w1P0hW49Tj4qK0m+//aZq1aqpUaNG6ZaT2t9//624uDjdeeedVj9EMFSuXFmhoaGKj49P98q2qlWrqnTp0lbDPD09zW2e1TUGQ5kyZTRp0iStX79e77zzjtq0aWMejxcuXNC8efPUtm1bm6+My4m0fVMppd1q1qyZLly4YPVD/3Xr1unGjRtq27atPD09M1xm0aJF9cgjj+jmzZtmOyRJu3fvVkREhJo2bWpe/8jra0a57VaO6Vs5rgAgJ7K+cg8AyLHUv9w1GJ3szMbZkvaLpKFSpUo6d+6czp8/b95pGx0drfnz52vLli06duyY+at2Y/mWVO9qi4qKMpeT286fPy9JNjtrhqCgIKs4bsVdd92l8ePHWw2bN2+eRo8ebb4DOqP3ch86dEjz58/Xnj17dOLECfNXzrbqzFivChUqpFuOp6en/P39dfr0abti3rBhg5YsWaJDhw4pIiLC/JV/ZvuCPYwYU999nVpm9W50UlIzLrRk9f6qS5cu6ebNmypTpoyKFy+eq2VbbLxjMDPFihVTu3bt1K5dO0nSuXPntHHjRn311Vc6cuSIRo0apUaNGlnd9Z8TaTv5hvbt22vy5Mlavny5+Y70FStWKDk5OdO7xQ0tW7ZUqVKltHbtWsXGxsrHx0cbNmzQ1atX9fjjj8vLy8tq+uzsw46UnXbR1nFgvF+vf//+mZZz9uzZnIYIAACAXES/OO/7xSVLlpSXl5fi4+MVExOjYsWK5Wg5xrLSstUfNL6XG3eTZ8TW+7Ez+t5vq+y0+0Ne1afxg4zUjGS1sd6XLl0yE7m2kvKppV3vEiVKZLhv56QvZ/z4Oy3jRwxGPUkpPx6uWLGitm3bpjNnzqhSpUr63//+p6SkpCzvFk+9rIyuL0gpdb5r1y6rciXb21Sy/xpDWhUqVNDTTz+tp59+WlLKk+V++eUXff3117p48aJeeeUV/fLLL5kmqO1hq22SUn7Avm7dOi1btkz33nuvJNtPdctIhw4dNG/ePC1btkz/+c9/spw/r64Z5bZbOaZv5bgCgJwgMQ4AecieO4ftlfpRbqkZHSSjw7Z161b17dtXN27cUIUKFdSgQQPVqFFDtWrVUlBQkJ544gmr+W/11+SZsScRZzx+6lY7LRl59tlnFRERoblz56p///5avHhxuosps2fP1qRJkySlPJKqZcuWqlGjhkJDQ3Xy5EmNGjXKavqsOiBp73iwJTk5WS+//LLWrVunokWL6s4771THjh1Vs2ZNNWzYUN98841++umn7K1sKln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XE+Pufv31V3344Yf69NNPlZaWpsjISA0YMCAQWQMAAAAAACf0wQEAAAAAqD6/B8YPHjyojz/+WB9++KFSUlJUWlqqs88+W/fdd5/69eunsLCwQMYJAAAAAECTRR8cAIDalZqaKpvNVmflWa1WJSYmVmudL7/8Uvfcc4/LvL59+2rGjBnatm2bHn/8ce3YsUPJycl64okndPrppwcyZAAATnh+DYwPGzZM69evV3FxsVq3bq0RI0Zo0KBBSkpKCnR8AAAAAAA0afTBAQCoXampqbr44otVUFBQZ2VaLBatWbOmWoPjKSkpuvTSSzVp0iSXfHJzczVixAhdddVVmjp1qhYsWKCRI0fqyy+/VERERG2EDwDACcmvgfEff/xRffr00aBBg3ThhRcqKKjGP1UOAAAAAAA8oA8OAEDtstlsKigoUCfrKQoPrf2B5LzCXP1u2y6bzVatgfHff/9dnTt3VqtWrVzmv//++7JYLHrwwQdlMpk0fvx4rV27Vp999pkGDhwY6PABADhh+TUwvnbtWlmt1kDHAgAAAAAA3NAHBwCgboSHRqiZuXl9h+HV77//rvPOO6/C/M2bN6tnz54ymUySJJPJpB49emjTpk0MjAMA4MSngfG9e/cqNjZW4eHhkqRjx47p2LFjVa7Xrl27mkUHAAAAAEATQx8cAAC4Ky0t1R9//KFvvvlGs2fPVnFxsfr166cxY8YoIyNDycnJLuljYmK0c+fOeooWAICGyaeB8csvv1xPP/20rrrqKknSZZdd5vj2mTcmk0nbtm2reYQAAAAAADQh9MEBAIC7/fv3Ky8vT2azWS+88IL27dun//znP8rPz3fMd2Y2m2W32+spWgAAGiafBsavvfZaJSUluUxX1Sk/kRxIz/Ap3aGsLElSWmZmLUZT93IKqn7yoKGwF3u+mCsqaZoXeQdth+o7BMBvWTlH/VovOzen7P+8HL/Lzs4rLzs9Pd3vfKqSV5hXa3k3VAdqcX82ZkfzfTuecwtzA1KecdzX5vEPwFVj60OgdjX2PnhD8sfefZVOA4GQluXaBhzKyaqfQGroUM5hj9MpKSmOecbfVqu1Wr+bjPpRUOTaZ7UXF9RTJPBFYmKivv/+e7Vo0UImk0mnnHKKSkpK9O9//1u9evWqMAhut9sVFhZWT9H6bve+fZVON1Z709MqnfbVvgzXfn36YZvfMdWnA4dd28qMo1n1E0gt8NZ+AqgfPg2MP/XUUy7TU6dOrZVg6lpEWLhMkl5fuEhhYWGKiorymtZsNuuT1WskSW9//FEdRVi7zCFl3yL86c+G/1RBkClIkpSZu19ms7nCZ5VV4NuXGxqb+Z8ur+8QAL+t2vKjX+t9t3OzJOn737f4XfZ3uzY6/h45cqTWrFlTKzdtdh9OqTpRI2G1WhUWFqbXF7yrsLAwfge1mn7a93Oly61Wqyxmi35N/1WhIaEqLCr0u6zU1FSNGDFCkjRixAitXbuWm5ZALcjOyZFJUunx6cbSh0DdaKx98IZowrPP1XcIaALe/rpxtAHLtqzwOH/MmDEV/g4LC9Pq1au5zmzgUo/uqu8QUE3R0dEu0506dVJBQYFatWqlTLcvYmZmZiouLq4Oo/PP4y/MqO8Q6sWzC94OSD4vfvB/Acmnvhj3k95ctbS+Qwk4Y9s+3PRlhWXcOwPqj08D4+7uuusuXX/99brkkksUHBwc6JjqTIuo5o4bVbNmzar0QmHcuHGaOHGiJGnoVVc3ihtbEeaG/41BQ0hQqOPvOXPmVPisoi2tmuTg+M39BzA4jhPWpV3P8mtwvO8Z5+vzzd/WqOyuiSdrS+qvOqdjD637Y6NsNlut3LDp0DK5yQyOJyYmatasWRo2bJhmzZrFDbBq6t62W6WD44mJiZo9Z7aGDRum8Y+Od1yT+MNms8lut6t1ZFsdzNlXa8c/0NTl5uerVNKVl1ysT1avaTR9CNSPxtIHb4gmPfAvdWzX1jH9x959DJYj4IZeeLXaRMc6pn/Zl6JlP62tx4j8c0XXPoqJbOmY3pWxR9+krNeA03rL2izaMd92LEvLf1nJdeYJILH5X2QJCXdMHy3IUkZuaj1GhMp8/fXXeuCBB7R69WqFh5d9btu3b1d0dLR69uypuXPnqrS0VCaTSaWlpdq4caNGjRpVz1FX7Yn7xqhD2/K2ePe+fU1isPyBIUPVLq6NY3pveppfg+X/HHiT2rYqv1e+ccevWrDqs4DEWBcSExO1evVq2Ww2paSkaMyYMZoxo+zzd/7i1YnI27YlJyfzZhWgHvk1MP71119r9erViomJ0dVXX61BgwapU6dOgY6tTlX17Tnnb++0iY2tJCVqm6fPKiTI7CFl49faGlPfIQB+i45s7td61sgWNS470hIhSWoeFlnjvCoTHhpedaJGxKifT4RvpDc0vhyLxn4N1DeKzcGWgOQDoHIxx5/qoQ+BmmiMffCGomO7tjo5mX2J2tUmOlbtYssHP9xfrX6iiIlsqTZRrRzTxqtgrc2i1dppPk4clpBwhYc2c0y7v1odDUv37t1lsVj06KOPavTo0dq7d6+efvpp3XnnnerXr5+mT5+uyZMn68Ybb9TChQuVl5en/v3713fYVerQtq1O7vSX+g6jzrWLa6Pktu1qnE/bVnHqlFD+xQL3V6ufCBITE10GiZOTk+sxmsDytG1du3atx4gA+DUw/u233+qTTz7R0qVL9cYbb+jNN99Ut27ddP3112vAgAFq1qxZ1ZkAAAAAAIAq0QcHAKBu5BXmNthyIiMj9frrr2vKlCkaNGiQmjVrphtvvFF33nmnTCaTZs+erccff1yLFi1Sly5dNGfOHEVERNRC9AAAnLj8Ghhv0aKFbr75Zt188836448/tGTJEn388ceaMGGCpkyZor59+2rQoEE6++yzAx0vAAAAAABNCn1wAABql9VqlcVi0e+27XVWpsViqfYbwU466SS9+eabHpd169ZNS5YsCURoAAA0Wn4NjDvr2LGj/vWvf+n+++/X+vXr9fbbb2vp0qX66KOPtG3btkDECAAAAAAARB8cAIDakJiYqDVr1shms9VZmfzGMAAAda/GA+OSZLPZtHz5ci1fvlybNm1SUFCQzj333EBkDQAAAAAAnNAHBwAg8Nx/CxgAADQ+fg+M2+12rVixQh9++KG++eYbFRUVKTExUaNHj9bAgQMVHx8fyDgBAAAAAGiy6IMDAAAAAFAzfg2Mjx8/Xl988YVycnJkNpvVr18/DRo0iG+oAwAAAAAQYPTBAQAAAACoOb8GxhcvXqxTTz1V119/va666io1b9480HEBAAAAAADRBwcAAAAAIBD8GhgfN26czj//fHXq1CnQ8QAAAAAAACf0wQEAAAAAqLkgf1aaMWOGPv3000DHAgAAAAAA3NAHBwAAAACg5vwaGDeZTIqOjg5wKAAAAAAAwB19cAAAAAAAas6vgfE777xTr732mn744QeVlJQEOiYAAAAAAHAcfXAAAAAAAGrOr98YX79+vbKzs3XbbbcpNDRULVq0UHBwsEsak8mkVatWBSRIAAAAAACaKvrgAADUvtTUVNlstjorz2q1KjExsVrr2O12PfXUU/rkk08UGhqq66+/Xvfff79MJpO2bdumxx9/XDt27FBycrKeeOIJnX766bUUPQAAJya/BsZ37dql6OhoXuUGAAAAAEAtow8OAEDtSk1N1cUXX6yCgoI6K9NisWjNmjXVGhz/z3/+o++//16vv/66jh07pvvvv18JCQm6+uqrNWLECF111VWaOnWqFixYoJEjR+rLL79URERELW4FAAAnFr8GxleuXBnoOAAAAAAAgAf0wQEAqF02m00FBQWKCI5RsCm01ssrLi1UbsEh2Ww2nwfGs7KytHjxYr355pvq1q2bJOn222/X5s2bFRISIovFogcffFAmk0njx4/X2rVr9dlnn2ngwIG1uSkAAJxQ/BoYBwAAAAAAAACgMQk2hSokyFz7BZVUf5UNGzYoMjJSvXr1cswbMWKEJGnChAnq2bOnTCaTpLKfWOnRo4c2bdrEwDgAAE78Ghh/+eWXq0xjMpk0evRof7IHAAAAAADH0QcHAAB79+5VYmKili5dqlmzZqmwsFADBw7UXXfdpYyMDCUnJ7ukj4mJ0c6dO+spWgAAGqaAD4ybTCaVlpbSKQcAAAAAIADogwMAgNzcXO3Zs0cLFy7UU089pYyMDD322GMKDw9XXl6ezGbXJ93NZrPsdns9RQsAQMPk18D4m2++WWFeUVGRMjMz9dFHHykjI0OvvvpqjYMDAAAAAKCpow8OAABCQkKUk5Oj6dOnO36XfP/+/VqwYIHat29fYRDcbrcrLCysPkIFAKDB8mtg/Nxzz/W67Nprr9Utt9yit956S48++qjfgQEAAAAAAPrgAABAatWqlSwWi2NQXJI6duyoAwcOqFevXsrMzHRJn5mZqbi4uLoOEwCABi0o0BmaTCZdccUV+uyzzwKdNQAAAAAAcEIfHACApuGMM85QQUGB/vjjD8e8Xbt2KTExUWeccYZ++uknlZaWSpJKS0u1ceNGnXHGGfUVLgAADVLAB8YlKS8vT0ePHq2NrAEAAAAAgBP64AAANH5/+ctfdMkll+iRRx7Rr7/+qq+//lpz5szRkCFD1K9fP2VnZ2vy5MlKSUnR5MmTlZeXp/79+9d32AAANCh+vUq9pKTE43y73a6tW7dq3rx56tSpU40CAwAAAAAA9MEBAKgrxaWFkudmN/Dl+OHZZ5/VpEmTNGTIEIWHh+vmm2/WrbfeKpPJpNmzZ+vxxx/XokWL1KVLF82ZM0cREREBjhwAgBObXwPjp556qkwmk9flpaWlevjhh/0OCgAAAAAAlKEPDgBA7bJarbJYLMotOFRnZVosFlmt1mqt07x5cz399NMel3Xr1k1LliwJRGgAADRafg2Mn3322Z4zCwlRXFycrr32Wp177rk1CgwAAAAAANAHBwCgtiUmJmrNmjWy2Wx1VqbValViYmKdlQc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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization 4: Treatment impact on survival\n", + "fig, axes = plt.subplots(1, 2, figsize=(20, 8))\n", + "\n", + "# Radiation impact\n", + "sns.boxplot(x='Radiation recode', y='interva_years', hue='COD to site recode', \n", + " data=df_original, ax=axes[0])\n", + "axes[0].set_title('Impact of Radiation on Survival Time', fontsize=16)\n", + "axes[0].set_xlabel('Radiation Treatment', fontsize=14)\n", + "axes[0].set_ylabel('Survival Time (Years)', fontsize=14)\n", + "axes[0].tick_params(axis='x', rotation=45)\n", + "axes[0].legend(title='Cause of Death')\n", + "\n", + "# Chemotherapy impact\n", + "sns.boxplot(x='Chemotherapy recode', y='interva_years', hue='COD to site recode', \n", + " data=df_original, ax=axes[1])\n", + "axes[1].set_title('Impact of Chemotherapy on Survival Time', fontsize=16)\n", + "axes[1].set_xlabel('Chemotherapy Treatment', fontsize=14)\n", + "axes[1].set_ylabel('Survival Time (Years)', fontsize=14)\n", + "axes[1].legend(title='Cause of Death')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tensorflow1.15_nvidia", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Image/survival.ipynb b/Image/survival.ipynb new file mode 100644 index 0000000..05b2fa2 --- /dev/null +++ b/Image/survival.ipynb @@ -0,0 +1,825 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib.pyplot import subplots\n", + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "from lifelines import \\\n", + "(KaplanMeierFitter,\n", + "CoxPHFitter)\n", + "from lifelines.statistics import \\\n", + "(logrank_test,\n", + "multivariate_logrank_test)\n", + "from datasets import load_dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "c:\\Users\\LE NGUYEN DUY PHUC\\Documents\\DeepHit\n" + ] + } + ], + "source": [ + "import os\n", + "print(os.getcwd())" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Unnamed: 0', 'time', 'censor1', 'censor2', 'V4', 'V5', 'V6', 'V7',\n", + " 'V8', 'V9', 'V10', 'V11', 'V12', 'V13', 'V14', 'V15', 'z.idx1',\n", + " 'z.idx2'],\n", + " dtype='object')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "GPU = pd.read_csv('./sample data/GPU/gpu_data.csv')\n", + "GPU.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = subplots(figsize=(8,8))\n", + "km = KaplanMeierFitter()\n", + "km_brain = km.fit(GPU['time'], GPU['censor1'])\n", + "km_brain.plot(label='Kaplan Meier estimate', ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = subplots(figsize=(8,8))\n", + "km = KaplanMeierFitter()\n", + "km_brain = km.fit(GPU['time'], GPU['censor2'])\n", + "km_brain.plot(label='Kaplan Meier estimate', ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(censor1\n", + " 0 7567\n", + " 1 2433\n", + " Name: count, dtype: int64,\n", + " censor2\n", + " 0 9143\n", + " 1 857\n", + " Name: count, dtype: int64)" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "GPU['censor1'].value_counts(), GPU['censor2'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "censor\n", + "0 6710\n", + "1 3290\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "GPU['censor'] = (GPU['censor1'] | GPU['censor2']).astype(int)\n", + "GPU['censor'] .value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = subplots(figsize=(8,8))\n", + "km = KaplanMeierFitter()\n", + "km_brain = km.fit(GPU['time'], GPU['censor'])\n", + "km_brain.plot(label='Kaplan Meier estimate', ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(V4\n", + " 0 6697\n", + " 1 3303\n", + " Name: count, dtype: int64,\n", + " V5\n", + " 0 6599\n", + " 1 3401\n", + " Name: count, dtype: int64,\n", + " V6\n", + " 0 7541\n", + " 1 2459\n", + " Name: count, dtype: int64,\n", + " V7\n", + " 0 7561\n", + " 1 2439\n", + " Name: count, dtype: int64,\n", + " V8\n", + " 0 7486\n", + " 1 2514\n", + " Name: count, dtype: int64,\n", + " V9\n", + " 0 8792\n", + " 1 1208\n", + " Name: count, dtype: int64,\n", + " V10\n", + " 0 8765\n", + " 1 1235\n", + " Name: count, dtype: int64,\n", + " V11\n", + " 0 8698\n", + " 1 1302\n", + " Name: count, dtype: int64,\n", + " V12\n", + " 0 8772\n", + " 1 1228\n", + " Name: count, dtype: int64,\n", + " V13\n", + " 0 8799\n", + " 1 1201\n", + " Name: count, dtype: int64,\n", + " V14\n", + " 0 8753\n", + " 1 1247\n", + " Name: count, dtype: int64)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "GPU['V4'].value_counts(), GPU['V5'].value_counts(), GPU['V6'].value_counts(), GPU['V7'].value_counts(), GPU['V8'].value_counts(), GPU['V9'].value_counts(), GPU['V10'].value_counts(), GPU['V11'].value_counts(), GPU['V12'].value_counts(), GPU['V13'].value_counts(), GPU['V14'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Loop through features V4 to V14\n", + "by_v = {}\n", + "for i in range(4, 15):\n", + " feature = f'V{i}'\n", + " \n", + " # Create a new figure for each feature\n", + " fig, ax = subplots(figsize=(8,8))\n", + " \n", + " # Group by the current feature\n", + " for value, df in GPU.groupby(feature):\n", + " by_v[feature] = df\n", + " km.fit(df['time'], df['censor'])\n", + " km.plot(label=f'{feature}={value}', ax=ax)\n", + " \n", + " # Add title and labels\n", + " ax.set_title(f'Survival Curves by {feature}')\n", + " ax.set_xlabel('Time')\n", + " ax.set_ylabel('Survival Probability')\n", + " ax.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'V4': Unnamed: 0 time censor1 censor2 V4 V5 V6 V7 V8 V9 V10 \\\n", + " 3 4 3.744836 0 0 1 0 0 0 1 0 0 \n", + " 11 12 2.768276 0 0 1 0 1 0 0 0 0 \n", + " 14 15 3.784710 0 0 1 0 1 0 0 1 0 \n", + " 29 30 2.149220 0 0 1 0 1 0 0 0 1 \n", + " 34 35 2.094075 0 0 1 0 0 1 0 0 0 \n", + " ... ... ... ... ... .. .. .. .. .. .. ... \n", + " 9980 9981 1.695299 0 0 1 0 1 0 0 0 0 \n", + " 9984 9985 3.388745 0 0 1 0 0 0 0 0 0 \n", + " 9989 9990 4.702875 0 0 1 0 1 0 0 0 0 \n", + " 9996 9997 2.997215 0 0 1 0 0 0 1 0 0 \n", + " 9998 9999 6.460245 0 0 1 0 0 1 0 0 1 \n", + " \n", + " V11 V12 V13 V14 V15 z.idx1 z.idx2 censor \n", + " 3 0 0 0 1 0 2 4 0 \n", + " 11 0 1 0 0 0 1 3 0 \n", + " 14 0 0 0 0 0 4 1 0 \n", + " 29 0 0 0 0 0 5 1 0 \n", + " 34 0 1 0 0 0 2 3 0 \n", + " ... ... ... ... ... ... ... ... ... \n", + " 9980 0 0 0 0 1 2 5 0 \n", + " 9984 0 0 0 0 0 2 2 0 \n", + " 9989 1 0 0 0 0 4 4 0 \n", + " 9996 0 0 0 1 0 3 1 0 \n", + " 9998 0 0 0 0 0 3 5 0 \n", + " \n", + " [3303 rows x 19 columns],\n", + " 'V5': Unnamed: 0 time censor1 censor2 V4 V5 V6 V7 V8 V9 V10 \\\n", + " 1 2 4.052086 0 1 0 1 0 1 0 0 0 \n", + " 7 8 4.955221 1 0 0 1 0 0 1 0 0 \n", + " 8 9 2.233548 0 0 0 1 0 0 0 0 0 \n", + " 9 10 2.965460 0 0 0 1 0 0 0 0 0 \n", + " 12 13 3.059061 0 0 0 1 0 0 1 0 0 \n", + " ... ... ... ... ... .. .. .. .. .. .. ... \n", + " 9986 9987 3.342333 0 0 0 1 0 0 0 0 0 \n", + " 9990 9991 1.590060 0 0 0 1 0 1 0 0 0 \n", + " 9991 9992 2.122052 0 0 0 1 1 0 0 0 0 \n", + " 9994 9995 2.607065 0 0 0 1 0 0 0 0 0 \n", + " 9999 10000 4.752975 0 0 0 1 0 0 0 0 0 \n", + " \n", + " V11 V12 V13 V14 V15 z.idx1 z.idx2 censor \n", + " 1 0 0 0 1 0 5 2 1 \n", + " 7 0 0 0 1 0 1 4 1 \n", + " 8 0 0 1 0 0 5 1 0 \n", + " 9 0 1 0 0 0 1 5 0 \n", + " 12 0 0 0 0 0 2 2 0 \n", + " ... ... ... ... ... ... ... ... ... \n", + " 9986 0 0 0 0 0 1 1 0 \n", + " 9990 0 0 0 0 0 1 1 0 \n", + " 9991 0 0 0 0 1 5 5 0 \n", + " 9994 0 0 0 0 0 1 1 0 \n", + " 9999 0 0 0 0 0 2 3 0 \n", + " \n", + " [3401 rows x 19 columns],\n", + " 'V6': Unnamed: 0 time censor1 censor2 V4 V5 V6 V7 V8 V9 V10 \\\n", + " 11 12 2.768276 0 0 1 0 1 0 0 0 0 \n", + " 14 15 3.784710 0 0 1 0 1 0 0 1 0 \n", + " 15 16 1.446523 0 0 0 0 1 0 0 0 0 \n", + " 22 23 6.578365 0 0 0 1 1 0 0 1 0 \n", + " 24 25 2.898912 0 1 0 0 1 0 0 0 0 \n", + " ... ... ... ... ... .. .. .. .. .. .. ... \n", + " 9988 9989 2.846370 1 0 0 0 1 0 0 0 0 \n", + " 9989 9990 4.702875 0 0 1 0 1 0 0 0 0 \n", + " 9991 9992 2.122052 0 0 0 1 1 0 0 0 0 \n", + " 9993 9994 2.994121 1 0 0 0 1 0 0 0 0 \n", + " 9995 9996 2.382203 0 0 0 0 1 0 0 0 1 \n", + " \n", + " V11 V12 V13 V14 V15 z.idx1 z.idx2 censor \n", + " 11 0 1 0 0 0 1 3 0 \n", + " 14 0 0 0 0 0 4 1 0 \n", + " 15 0 1 0 0 0 1 4 0 \n", + " 22 0 0 0 0 0 5 2 0 \n", + " 24 0 0 0 1 0 5 3 1 \n", + " ... ... ... ... ... ... ... ... ... \n", + " 9988 0 0 0 1 0 5 4 1 \n", + " 9989 1 0 0 0 0 4 4 0 \n", + " 9991 0 0 0 0 1 5 5 0 \n", + " 9993 0 0 1 0 0 5 1 1 \n", + " 9995 0 0 0 0 0 3 1 0 \n", + " \n", + " [2459 rows x 19 columns],\n", + " 'V7': Unnamed: 0 time censor1 censor2 V4 V5 V6 V7 V8 V9 V10 \\\n", + " 1 2 4.052086 0 1 0 1 0 1 0 0 0 \n", + " 5 6 2.228694 1 0 0 0 0 1 0 1 0 \n", + " 17 18 5.981188 0 1 0 1 0 1 0 0 0 \n", + " 20 21 2.683991 0 0 0 0 0 1 0 0 0 \n", + " 34 35 2.094075 0 0 1 0 0 1 0 0 0 \n", + " ... ... ... ... ... .. .. .. .. .. .. ... \n", + " 9979 9980 4.572392 1 0 1 0 0 1 0 1 0 \n", + " 9983 9984 4.512622 1 0 0 0 0 1 0 0 0 \n", + " 9987 9988 3.122083 0 0 0 0 0 1 0 0 0 \n", + " 9990 9991 1.590060 0 0 0 1 0 1 0 0 0 \n", + " 9998 9999 6.460245 0 0 1 0 0 1 0 0 1 \n", + " \n", + " V11 V12 V13 V14 V15 z.idx1 z.idx2 censor \n", + " 1 0 0 0 1 0 5 2 1 \n", + " 5 0 0 0 0 0 3 1 1 \n", + " 17 0 1 0 0 0 1 4 1 \n", + " 20 0 0 0 1 0 2 2 0 \n", + " 34 0 1 0 0 0 2 3 0 \n", + " ... ... ... ... ... ... ... ... ... \n", + " 9979 0 0 0 0 0 1 3 1 \n", + " 9983 0 1 0 0 0 3 2 1 \n", + " 9987 0 0 1 0 0 1 4 0 \n", + " 9990 0 0 0 0 0 1 1 0 \n", + " 9998 0 0 0 0 0 3 5 0 \n", + " \n", + " [2439 rows x 19 columns],\n", + " 'V8': Unnamed: 0 time censor1 censor2 V4 V5 V6 V7 V8 V9 V10 \\\n", + " 3 4 3.744836 0 0 1 0 0 0 1 0 0 \n", + " 6 7 2.051495 1 0 0 0 0 0 1 0 0 \n", + " 7 8 4.955221 1 0 0 1 0 0 1 0 0 \n", + " 10 11 3.342010 0 1 0 0 0 0 1 0 0 \n", + " 12 13 3.059061 0 0 0 1 0 0 1 0 0 \n", + " ... ... ... ... ... .. .. .. .. .. .. ... \n", + " 9963 9964 5.551406 0 0 1 0 0 0 1 0 1 \n", + " 9965 9966 4.240448 0 1 0 0 0 0 1 0 0 \n", + " 9970 9971 5.413987 0 1 0 0 0 0 1 0 0 \n", + " 9992 9993 4.707975 0 0 0 0 0 0 1 0 1 \n", + " 9996 9997 2.997215 0 0 1 0 0 0 1 0 0 \n", + " \n", + " V11 V12 V13 V14 V15 z.idx1 z.idx2 censor \n", + " 3 0 0 0 1 0 2 4 0 \n", + " 6 0 0 0 1 0 3 5 1 \n", + " 7 0 0 0 1 0 1 4 1 \n", + " 10 0 0 0 0 1 2 3 1 \n", + " 12 0 0 0 0 0 2 2 0 \n", + " ... ... ... ... ... ... ... ... ... \n", + " 9963 0 0 0 0 0 4 5 0 \n", + " 9965 1 0 0 0 0 2 4 1 \n", + " 9970 0 0 0 0 1 4 4 1 \n", + " 9992 0 0 0 0 0 3 3 0 \n", + " 9996 0 0 0 1 0 3 1 0 \n", + " \n", + " [2514 rows x 19 columns],\n", + " 'V9': Unnamed: 0 time censor1 censor2 V4 V5 V6 V7 V8 V9 V10 \\\n", + " 5 6 2.228694 1 0 0 0 0 1 0 1 0 \n", + " 14 15 3.784710 0 0 1 0 1 0 0 1 0 \n", + " 22 23 6.578365 0 0 0 1 1 0 0 1 0 \n", + " 69 70 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"name": "stdout", + "output_type": "stream", + "text": [ + "Logrank test for V4:\n", + " test_statistic p -log2(p)\n", + "0 1861.217892 0.0 inf\n", + "Logrank test for V5:\n", + " test_statistic p -log2(p)\n", + "0 8.719813 0.003148 8.311485\n", + "Logrank test for V6:\n", + " test_statistic p -log2(p)\n", + "0 1.157321 0.282022 1.826121\n", + "Logrank test for V7:\n", + " test_statistic p -log2(p)\n", + "0 3.253252 0.071282 3.81032\n", + "Logrank test for V8:\n", + " test_statistic p -log2(p)\n", + "0 17.927095 0.000023 15.410957\n", + "Logrank test for V9:\n", + " test_statistic p -log2(p)\n", + "0 59.284462 1.364497e-14 46.058624\n", + "Logrank test for V10:\n", + " test_statistic p -log2(p)\n", + "0 68.652416 1.174408e-16 52.918916\n", + "Logrank test for V11:\n", + " test_statistic p -log2(p)\n", + "0 28.153982 1.120369e-07 23.089522\n", + "Logrank test for V12:\n", + " test_statistic p -log2(p)\n", + "0 17.166689 0.000034 14.834009\n", + "Logrank test for V13:\n", + " test_statistic p -log2(p)\n", + "0 286.062557 3.585167e-64 210.761358\n", + "Logrank test for V14:\n", + " test_statistic p -log2(p)\n", + "0 322.316967 4.531284e-72 236.998903\n" + ] + } + ], + "source": [ + "# First, create the by_v dictionary correctly\n", + "by_v = {}\n", + "for i in range(4, 15):\n", + " feature = f'V{i}'\n", + " by_v[i] = {\n", + " '0': GPU[GPU[feature] == 0],\n", + " '1': GPU[GPU[feature] == 1]\n", + " }\n", + "\n", + "# Now run the logrank tests\n", + "for i in range(4, 15):\n", + " results = logrank_test(by_v[i]['0']['time'], \n", + " by_v[i]['1']['time'],\n", + " by_v[i]['0']['censor'],\n", + " by_v[i]['1']['censor'])\n", + " print(f\"Logrank test for V{i}:\")\n", + " print(results.summary)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Image/test.ipynb b/Image/test.ipynb new file mode 100644 index 0000000..db506a9 --- /dev/null +++ b/Image/test.ipynb @@ -0,0 +1,858 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ITR: 1 DATA MODE: GPU (a:1.0 b:1.0 c:0)\n", + "INFO:tensorflow:Restoring parameters from GPU/results//itr_0/models/model_itr_0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Restoring parameters from GPU/results//itr_0/models/model_itr_0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "========================================================\n", + "ITR: 1 DATA MODE: GPU (a:1.0 b:1.0 c:0)\n", + "SharedNet Parameters: h_dim_shared = 300 num_layers_shared = 2Non-Linearity: \n", + "CSNet Parameters: h_dim_CS = 50 num_layers_CS = 5Non-Linearity: \n", + "--------------------------------------------------------\n", + "- C-INDEX: \n", + " 410.1969800135112yr c_index 524.9024191494399yr c_index \\\n", + "Event_1 -1.0 0.812633 \n", + "\n", + " 629.7724240107663yr c_index 730.6063912795815yr c_index \\\n", + "Event_1 0.893396 0.886929 \n", + "\n", + " 824.8287999737556yr c_index 916.6079055791829yr c_index \\\n", + "Event_1 0.873368 0.862629 \n", + "\n", + " 1000.1864534707869yr c_index 1075.4097179652272yr c_index \\\n", + "Event_1 0.870229 0.878518 \n", + "\n", + " 1151.4061320404815yr c_index 1227.4678490777778yr c_index \\\n", + "Event_1 0.880042 0.875912 \n", + "\n", + " 1300.1079487652773yr c_index 1379.6184626781833yr c_index \\\n", + "Event_1 0.874375 0.876741 \n", + "\n", + " 1458.900019488439yr c_index 1546.6036789491893yr c_index \\\n", + "Event_1 0.878255 0.877576 \n", + "\n", + " 1628.3332358078155yr c_index 1727.107474005062yr c_index \\\n", + "Event_1 0.874751 0.871241 \n", + "\n", + " 1844.4878085420025yr c_index 1996.38550916544yr c_index \\\n", + "Event_1 0.869911 0.873058 \n", + "\n", + " 2190.3748477644262yr c_index 2554.9001291207974yr c_index \n", + "Event_1 0.873345 0.876362 \n", + "--------------------------------------------------------\n", + "- BRIER-SCORE: \n", + " 410.1969800135112yr B_score 524.9024191494399yr B_score \\\n", + "Event_1 0.036287 0.088379 \n", + "\n", + " 629.7724240107663yr B_score 730.6063912795815yr B_score \\\n", + "Event_1 0.134695 0.179024 \n", + "\n", + " 824.8287999737556yr B_score 916.6079055791829yr B_score \\\n", + "Event_1 0.217844 0.254626 \n", + "\n", + " 1000.1864534707869yr B_score 1075.4097179652272yr B_score \\\n", + "Event_1 0.285889 0.314629 \n", + "\n", + " 1151.4061320404815yr B_score 1227.4678490777778yr B_score \\\n", + "Event_1 0.341536 0.361298 \n", + "\n", + " 1300.1079487652773yr B_score 1379.6184626781833yr B_score \\\n", + 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c:0)\n", + "SharedNet Parameters: h_dim_shared = 200 num_layers_shared = 1Non-Linearity: \n", + "CSNet Parameters: h_dim_CS = 300 num_layers_CS = 3Non-Linearity: \n", + "--------------------------------------------------------\n", + "- C-INDEX: \n", + " 410.1969800135112yr c_index 524.9024191494399yr c_index \\\n", + "Event_1 -1.0 0.83758 \n", + "\n", + " 629.7724240107663yr c_index 730.6063912795815yr c_index \\\n", + "Event_1 0.892469 0.888381 \n", + "\n", + " 824.8287999737556yr c_index 916.6079055791829yr c_index \\\n", + "Event_1 0.872687 0.861937 \n", + "\n", + " 1000.1864534707869yr c_index 1075.4097179652272yr c_index \\\n", + "Event_1 0.870151 0.878938 \n", + "\n", + " 1151.4061320404815yr c_index 1227.4678490777778yr c_index \\\n", + "Event_1 0.882258 0.878059 \n", + "\n", + " 1300.1079487652773yr c_index 1379.6184626781833yr c_index \\\n", + "Event_1 0.875967 0.878816 \n", + "\n", + " 1458.900019488439yr c_index 1546.6036789491893yr c_index \\\n", + "Event_1 0.880781 0.880893 \n", + "\n", + " 1628.3332358078155yr c_index 1727.107474005062yr c_index \\\n", + "Event_1 0.880058 0.878654 \n", + "\n", + " 1844.4878085420025yr c_index 1996.38550916544yr c_index \\\n", + "Event_1 0.878567 0.880321 \n", + "\n", + " 2190.3748477644262yr c_index 2554.9001291207974yr c_index \n", + "Event_1 0.880505 0.882917 \n", + "--------------------------------------------------------\n", + "- BRIER-SCORE: \n", + " 410.1969800135112yr B_score 524.9024191494399yr B_score \\\n", + "Event_1 0.03685 0.088134 \n", + "\n", + " 629.7724240107663yr B_score 730.6063912795815yr B_score \\\n", + "Event_1 0.134147 0.178754 \n", + "\n", + " 824.8287999737556yr B_score 916.6079055791829yr B_score \\\n", + "Event_1 0.218135 0.255908 \n", + "\n", + " 1000.1864534707869yr B_score 1075.4097179652272yr B_score \\\n", + "Event_1 0.287997 0.316945 \n", + "\n", + " 1151.4061320404815yr B_score 1227.4678490777778yr B_score \\\n", + "Event_1 0.343742 0.363512 \n", + "\n", + " 1300.1079487652773yr B_score 1379.6184626781833yr B_score \\\n", + "Event_1 0.378764 0.387762 \n", + "\n", + " 1458.900019488439yr B_score 1546.6036789491893yr B_score \\\n", + "Event_1 0.394934 0.401169 \n", + "\n", + " 1628.3332358078155yr B_score 1727.107474005062yr B_score \\\n", + "Event_1 0.400066 0.385795 \n", + "\n", + " 1844.4878085420025yr B_score 1996.38550916544yr B_score \\\n", + "Event_1 0.35859 0.330566 \n", + "\n", + " 2190.3748477644262yr B_score 2554.9001291207974yr B_score \n", + "Event_1 0.283302 0.628801 \n", + "========================================================\n", + "ITR: 3 DATA MODE: GPU (a:1.0 b:5.0 c:0)\n", + "INFO:tensorflow:Restoring parameters from GPU/results//itr_2/models/model_itr_2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Restoring parameters from GPU/results//itr_2/models/model_itr_2\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "========================================================\n", + "ITR: 3 DATA MODE: GPU (a:1.0 b:5.0 c:0)\n", + "SharedNet Parameters: h_dim_shared = 100 num_layers_shared = 2Non-Linearity: \n", + "CSNet Parameters: h_dim_CS = 300 num_layers_CS = 5Non-Linearity: \n", + "--------------------------------------------------------\n", + "- C-INDEX: \n", + " 410.1969800135112yr c_index 524.9024191494399yr c_index \\\n", + "Event_1 -1.0 0.794055 \n", + "\n", + " 629.7724240107663yr c_index 730.6063912795815yr c_index \\\n", + "Event_1 0.897155 0.883635 \n", + "\n", + " 824.8287999737556yr c_index 916.6079055791829yr c_index \\\n", + "Event_1 0.870846 0.860228 \n", + "\n", + " 1000.1864534707869yr c_index 1075.4097179652272yr c_index \\\n", + "Event_1 0.867247 0.877411 \n", + "\n", + " 1151.4061320404815yr c_index 1227.4678490777778yr c_index \\\n", + "Event_1 0.878684 0.874164 \n", + "\n", + " 1300.1079487652773yr c_index 1379.6184626781833yr c_index \\\n", + "Event_1 0.873723 0.875377 \n", + "\n", + " 1458.900019488439yr c_index 1546.6036789491893yr c_index \\\n", + "Event_1 0.877162 0.875997 \n", + "\n", + " 1628.3332358078155yr c_index 1727.107474005062yr c_index \\\n", + "Event_1 0.873791 0.870091 \n", + "\n", + " 1844.4878085420025yr c_index 1996.38550916544yr c_index \\\n", + "Event_1 0.868305 0.871042 \n", + "\n", + " 2190.3748477644262yr c_index 2554.9001291207974yr c_index \n", + "Event_1 0.871403 0.874466 \n", + "--------------------------------------------------------\n", + "- BRIER-SCORE: \n", + " 410.1969800135112yr B_score 524.9024191494399yr B_score \\\n", + "Event_1 0.04196 0.096542 \n", + "\n", + " 629.7724240107663yr B_score 730.6063912795815yr B_score \\\n", + "Event_1 0.14411 0.188959 \n", + "\n", + " 824.8287999737556yr B_score 916.6079055791829yr B_score \\\n", + "Event_1 0.227646 0.263817 \n", + "\n", + " 1000.1864534707869yr B_score 1075.4097179652272yr B_score \\\n", + "Event_1 0.29403 0.321737 \n", + "\n", + " 1151.4061320404815yr B_score 1227.4678490777778yr B_score \\\n", + "Event_1 0.347396 0.367162 \n", + "\n", + " 1300.1079487652773yr B_score 1379.6184626781833yr B_score \\\n", + "Event_1 0.381591 0.389728 \n", + "\n", + " 1458.900019488439yr B_score 1546.6036789491893yr B_score \\\n", + "Event_1 0.396319 0.401628 \n", + "\n", + " 1628.3332358078155yr B_score 1727.107474005062yr B_score \\\n", + "Event_1 0.399627 0.384565 \n", + "\n", + " 1844.4878085420025yr B_score 1996.38550916544yr B_score \\\n", + "Event_1 0.356493 0.327975 \n", + "\n", + " 2190.3748477644262yr B_score 2554.9001291207974yr B_score \n", + "Event_1 0.280296 0.626747 \n", + "========================================================\n", + "ITR: 4 DATA MODE: GPU (a:1.0 b:3.0 c:0)\n", + "INFO:tensorflow:Restoring parameters from GPU/results//itr_3/models/model_itr_3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Restoring parameters from GPU/results//itr_3/models/model_itr_3\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "========================================================\n", + "ITR: 4 DATA MODE: GPU (a:1.0 b:3.0 c:0)\n", + "SharedNet Parameters: h_dim_shared = 300 num_layers_shared = 5Non-Linearity: \n", + "CSNet Parameters: h_dim_CS = 100 num_layers_CS = 1Non-Linearity: \n", + "--------------------------------------------------------\n", + "- C-INDEX: \n", + " 410.1969800135112yr c_index 524.9024191494399yr c_index \\\n", + "Event_1 -1.0 0.800955 \n", + "\n", + " 629.7724240107663yr c_index 730.6063912795815yr c_index \\\n", + "Event_1 0.87262 0.884327 \n", + "\n", + " 824.8287999737556yr c_index 916.6079055791829yr c_index \\\n", + "Event_1 0.872473 0.864385 \n", + "\n", + " 1000.1864534707869yr c_index 1075.4097179652272yr c_index \\\n", + "Event_1 0.871102 0.879716 \n", + "\n", + " 1151.4061320404815yr c_index 1227.4678490777778yr c_index \\\n", + "Event_1 0.882146 0.877853 \n", + "\n", + " 1300.1079487652773yr c_index 1379.6184626781833yr c_index \\\n", + "Event_1 0.876596 0.880128 \n", + "\n", + " 1458.900019488439yr c_index 1546.6036789491893yr c_index \\\n", + "Event_1 0.881289 0.88116 \n", + "\n", + " 1628.3332358078155yr c_index 1727.107474005062yr c_index \\\n", + "Event_1 0.880045 0.877492 \n", + "\n", + " 1844.4878085420025yr c_index 1996.38550916544yr c_index \\\n", + "Event_1 0.877486 0.879823 \n", + "\n", + " 2190.3748477644262yr c_index 2554.9001291207974yr c_index \n", + "Event_1 0.880169 0.883122 \n", + "--------------------------------------------------------\n", + "- BRIER-SCORE: \n", + " 410.1969800135112yr B_score 524.9024191494399yr B_score \\\n", + "Event_1 0.034624 0.087018 \n", + "\n", + " 629.7724240107663yr B_score 730.6063912795815yr B_score \\\n", + "Event_1 0.133348 0.177783 \n", + "\n", + " 824.8287999737556yr B_score 916.6079055791829yr B_score \\\n", + "Event_1 0.216741 0.253966 \n", + "\n", + " 1000.1864534707869yr B_score 1075.4097179652272yr B_score \\\n", + "Event_1 0.285778 0.314763 \n", + "\n", + " 1151.4061320404815yr B_score 1227.4678490777778yr B_score \\\n", + "Event_1 0.341892 0.361829 \n", + "\n", + " 1300.1079487652773yr B_score 1379.6184626781833yr B_score \\\n", + "Event_1 0.378564 0.388997 \n", + "\n", + " 1458.900019488439yr B_score 1546.6036789491893yr B_score \\\n", + "Event_1 0.397372 0.405134 \n", + "\n", + " 1628.3332358078155yr B_score 1727.107474005062yr B_score \\\n", + "Event_1 0.405771 0.393713 \n", + "\n", + " 1844.4878085420025yr B_score 1996.38550916544yr B_score \\\n", + "Event_1 0.368815 0.341534 \n", + "\n", + " 2190.3748477644262yr B_score 2554.9001291207974yr B_score \n", + "Event_1 0.294121 0.634593 \n", + "========================================================\n", + "ITR: 5 DATA MODE: GPU (a:1.0 b:5.0 c:0)\n", + "INFO:tensorflow:Restoring parameters from GPU/results//itr_4/models/model_itr_4\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Restoring parameters from GPU/results//itr_4/models/model_itr_4\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "========================================================\n", + "ITR: 5 DATA MODE: GPU (a:1.0 b:5.0 c:0)\n", + "SharedNet Parameters: h_dim_shared = 300 num_layers_shared = 1Non-Linearity: \n", + "CSNet Parameters: h_dim_CS = 100 num_layers_CS = 2Non-Linearity: \n", + "--------------------------------------------------------\n", + "- C-INDEX: \n", + " 410.1969800135112yr c_index 524.9024191494399yr c_index \\\n", + "Event_1 -1.0 0.788747 \n", + "\n", + " 629.7724240107663yr c_index 730.6063912795815yr c_index \\\n", + "Event_1 0.890934 0.889015 \n", + "\n", + " 824.8287999737556yr c_index 916.6079055791829yr c_index \\\n", + "Event_1 0.873158 0.861954 \n", + "\n", + " 1000.1864534707869yr c_index 1075.4097179652272yr c_index \\\n", + "Event_1 0.868246 0.877576 \n", + "\n", + " 1151.4061320404815yr c_index 1227.4678490777778yr c_index \\\n", + "Event_1 0.878698 0.873667 \n", + "\n", + " 1300.1079487652773yr c_index 1379.6184626781833yr c_index \\\n", + "Event_1 0.872866 0.875154 \n", + "\n", + " 1458.900019488439yr c_index 1546.6036789491893yr c_index \\\n", + "Event_1 0.876477 0.875666 \n", + "\n", + " 1628.3332358078155yr c_index 1727.107474005062yr c_index \\\n", + "Event_1 0.873756 0.870865 \n", + "\n", + " 1844.4878085420025yr c_index 1996.38550916544yr c_index \\\n", + "Event_1 0.870044 0.873176 \n", + "\n", + " 2190.3748477644262yr c_index 2554.9001291207974yr c_index \n", + "Event_1 0.873401 0.876831 \n", + "--------------------------------------------------------\n", + "- BRIER-SCORE: \n", + " 410.1969800135112yr B_score 524.9024191494399yr B_score \\\n", + "Event_1 0.046654 0.10042 \n", + "\n", + " 629.7724240107663yr B_score 730.6063912795815yr B_score \\\n", + "Event_1 0.146794 0.188294 \n", + "\n", + " 824.8287999737556yr B_score 916.6079055791829yr B_score \\\n", + "Event_1 0.222447 0.252003 \n", + "\n", + " 1000.1864534707869yr B_score 1075.4097179652272yr B_score \\\n", + "Event_1 0.274395 0.293892 \n", + "\n", + " 1151.4061320404815yr B_score 1227.4678490777778yr B_score \\\n", + "Event_1 0.308787 0.319672 \n", + "\n", + " 1300.1079487652773yr B_score 1379.6184626781833yr B_score \\\n", + "Event_1 0.324112 0.324456 \n", + "\n", + " 1458.900019488439yr B_score 1546.6036789491893yr B_score \\\n", + "Event_1 0.32254 0.317756 \n", + "\n", + " 1628.3332358078155yr B_score 1727.107474005062yr B_score \\\n", + "Event_1 0.30409 0.276105 \n", + "\n", + " 1844.4878085420025yr B_score 1996.38550916544yr B_score \\\n", + "Event_1 0.235363 0.187295 \n", + "\n", + " 2190.3748477644262yr B_score 2554.9001291207974yr B_score \n", + "Event_1 0.119501 0.087908 \n", + "========================================================\n" + ] + } + ], + "source": [ + "_EPSILON = 1e-08\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import random\n", + "import os\n", + "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'\n", + "import tensorflow as tf\n", + "# import sys\n", + "\n", + "from termcolor import colored\n", + "from tensorflow.contrib.layers import fully_connected as FC_Net\n", + "from sklearn.metrics import brier_score_loss\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "import import_data as impt\n", + "import utils_network as utils\n", + "\n", + "from class_DeepHit import Model_DeepHit\n", + "from utils_eval import c_index, brier_score, weighted_c_index, weighted_brier_score\n", + "\n", + "\n", + "def load_logging(filename):\n", + " data = dict()\n", + " with open(filename) as f:\n", + " def is_float(input):\n", + " try:\n", + " num = float(input)\n", + " except ValueError:\n", + " return False\n", + " return True\n", + "\n", + " for line in f.readlines():\n", + " if ':' in line:\n", + " key,value = line.strip().split(':', 1)\n", + " if value.isdigit():\n", + " data[key] = int(value)\n", + " elif is_float(value):\n", + " data[key] = float(value)\n", + " elif value == 'None':\n", + " data[key] = None\n", + " else:\n", + " data[key] = value\n", + " else:\n", + " pass # deal with bad lines of text here \n", + " return data\n", + "\n", + "\n", + "\n", + "##### MAIN SETTING\n", + "OUT_ITERATION = 5\n", + "\n", + "data_mode = 'GPU' #METABRIC, SYNTHETIC\n", + "seed = 1234\n", + "\n", + "EVAL_TIMES = [12, 24, 36] # evalution times (for C-index and Brier-Score)\n", + "\n", + "\n", + "##### IMPORT DATASET\n", + "'''\n", + " num_Category = max event/censoring time * 1.2 (to make enough time horizon)\n", + " num_Event = number of evetns i.e. len(np.unique(label))-1\n", + " max_length = maximum number of measurements\n", + " x_dim = data dimension including delta (num_features)\n", + " mask1, mask2 = used for cause-specific network (FCNet structure)\n", + "'''\n", + "if data_mode == 'SYNTHETIC':\n", + " (x_dim), (data, time, label), (mask1, mask2) = impt.import_dataset_SYNTHETIC(norm_mode = 'standard')\n", + " percentiles = np.linspace(2, 100, 20) # Adjust as needed\n", + " EVAL_TIMES = np.percentile(time.flatten(),percentiles)\n", + "elif data_mode == 'METABRIC':\n", + " (x_dim), (data, time, label), (mask1, mask2) = impt.import_dataset_METABRIC(norm_mode = 'standard')\n", + " percentiles = np.linspace(2, 100, 20) # Adjust as needed\n", + " EVAL_TIMES = np.percentile(time.flatten(),percentiles)\n", + "elif data_mode == 'SEER':\n", + " (x_dim), (data, time, label), (mask1, mask2) = impt.import_dataset_SEER(norm_mode = 'standard')\n", + " percentiles = np.linspace(2, 100, 20) # Adjust as needed\n", + " EVAL_TIMES = np.percentile(time.flatten(),percentiles)\n", + "elif data_mode == 'GPU':\n", + " (x_dim), (data, time, label), (mask1, mask2) = impt.import_dataset_GPU(norm_mode = \"standard\")\n", + " percentiles = np.linspace(2, 100, 20) # Adjust as needed\n", + " EVAL_TIMES = np.percentile(time.flatten(),percentiles)\n", + "else:\n", + " print('ERROR: DATA_MODE NOT FOUND !!!')\n", + "\n", + "_, num_Event, num_Category = np.shape(mask1) # dim of mask1: [subj, Num_Event, Num_Category]\n", + "\n", + "\n", + "\n", + "in_path = data_mode + '/results/'\n", + "\n", + "if not os.path.exists(in_path):\n", + " os.makedirs(in_path)\n", + "\n", + "\n", + "FINAL1 = np.zeros([num_Event, len(EVAL_TIMES), OUT_ITERATION])\n", + "FINAL2 = np.zeros([num_Event, len(EVAL_TIMES), OUT_ITERATION])\n", + "\n", + "\n", + "for out_itr in range(OUT_ITERATION):\n", + " in_hypfile = in_path + '/itr_' + str(out_itr) + '/hyperparameters_log.txt'\n", + " in_parser = load_logging(in_hypfile)\n", + "\n", + "\n", + " ##### HYPER-PARAMETERS\n", + " mb_size = in_parser['mb_size']\n", + "\n", + " iteration = in_parser['iteration']\n", + "\n", + " keep_prob = in_parser['keep_prob']\n", + " lr_train = in_parser['lr_train']\n", + "\n", + " h_dim_shared = in_parser['h_dim_shared']\n", + " h_dim_CS = in_parser['h_dim_CS']\n", + " num_layers_shared = in_parser['num_layers_shared']\n", + " num_layers_CS = in_parser['num_layers_CS']\n", + "\n", + " if in_parser['active_fn'] == 'relu':\n", + " active_fn = tf.nn.relu\n", + " elif in_parser['active_fn'] == 'elu':\n", + " active_fn = tf.nn.elu\n", + " elif in_parser['active_fn'] == 'tanh':\n", + " active_fn = tf.nn.tanh\n", + " else:\n", + " print('Error!')\n", + "\n", + "\n", + " initial_W = tf.contrib.layers.xavier_initializer()\n", + "\n", + " alpha = in_parser['alpha'] #for log-likelihood loss\n", + " beta = in_parser['beta'] #for ranking loss\n", + " gamma = in_parser['gamma'] #for RNN-prediction loss\n", + " parameter_name = 'a' + str('%02.0f' %(10*alpha)) + 'b' + str('%02.0f' %(10*beta)) + 'c' + str('%02.0f' %(10*gamma))\n", + "\n", + "\n", + " ##### MAKE DICTIONARIES\n", + " # INPUT DIMENSIONS\n", + " input_dims = { 'x_dim' : x_dim,\n", + " 'num_Event' : num_Event,\n", + " 'num_Category' : num_Category}\n", + "\n", + " # NETWORK HYPER-PARMETERS\n", + " network_settings = { 'h_dim_shared' : h_dim_shared,\n", + " 'h_dim_CS' : h_dim_CS,\n", + " 'num_layers_shared' : num_layers_shared,\n", + " 'num_layers_CS' : num_layers_CS,\n", + " 'active_fn' : active_fn,\n", + " 'initial_W' : initial_W }\n", + "\n", + "\n", + " # for out_itr in range(OUT_ITERATION):\n", + " print ('ITR: ' + str(out_itr+1) + ' DATA MODE: ' + data_mode + ' (a:' + str(alpha) + ' b:' + str(beta) + ' c:' + str(gamma) + ')' )\n", + " ##### CREATE DEEPFHT NETWORK\n", + " tf.reset_default_graph()\n", + "\n", + " config = tf.ConfigProto()\n", + " config.gpu_options.allow_growth = True\n", + " sess = tf.Session(config=config)\n", + "\n", + " model = Model_DeepHit(sess, \"DeepHit\", input_dims, network_settings)\n", + " saver = tf.train.Saver()\n", + "\n", + " sess.run(tf.global_variables_initializer())\n", + "\n", + " ### TRAINING-TESTING SPLIT\n", + " (tr_data,te_data, tr_time,te_time, tr_label,te_label, \n", + " tr_mask1,te_mask1, tr_mask2,te_mask2) = train_test_split(data, time, label, mask1, mask2, test_size=0.20, random_state=seed) \n", + "\n", + " (tr_data,va_data, tr_time,va_time, tr_label,va_label, \n", + " tr_mask1,va_mask1, tr_mask2,va_mask2) = train_test_split(tr_data, tr_time, tr_label, tr_mask1, tr_mask2, test_size=0.20, random_state=seed) \n", + " \n", + " ##### PREDICTION & EVALUATION\n", + " saver.restore(sess, in_path + '/itr_' + str(out_itr) + '/models/model_itr_' + str(out_itr))\n", + "\n", + " ### PREDICTION\n", + " pred = model.predict(te_data)\n", + " \n", + " ### EVALUATION\n", + " result1, result2 = np.zeros([num_Event, len(EVAL_TIMES)]), np.zeros([num_Event, len(EVAL_TIMES)])\n", + "\n", + " for t, t_time in enumerate(EVAL_TIMES):\n", + " eval_horizon = int(t_time)\n", + "\n", + " if eval_horizon >= num_Category:\n", + " print( 'ERROR: evaluation horizon is out of range')\n", + " result1[:, t] = result2[:, t] = -1\n", + " else:\n", + " # calculate F(t | x, Y, t >= t_M) = \\sum_{t_M <= \\tau < t} P(\\tau | x, Y, \\tau > t_M)\n", + " risk = np.sum(pred[:,:,:(eval_horizon+1)], axis=2) #risk score until EVAL_TIMES\n", + " for k in range(num_Event):\n", + " # result1[k, t] = c_index(risk[:,k], te_time, (te_label[:,0] == k+1).astype(float), eval_horizon) #-1 for no event (not comparable)\n", + " # result2[k, t] = brier_score(risk[:,k], te_time, (te_label[:,0] == k+1).astype(float), eval_horizon) #-1 for no event (not comparable)\n", + " result1[k, t] = weighted_c_index(tr_time, (tr_label[:,0] == k+1).astype(int), risk[:,k], te_time, (te_label[:,0] == k+1).astype(int), eval_horizon) #-1 for no event (not comparable)\n", + " result2[k, t] = weighted_brier_score(tr_time, (tr_label[:,0] == k+1).astype(int), risk[:,k], te_time, (te_label[:,0] == k+1).astype(int), eval_horizon) #-1 for no event (not comparable)\n", + "\n", + " FINAL1[:, :, out_itr] = result1\n", + " FINAL2[:, :, out_itr] = result2\n", + "\n", + " ### SAVE RESULTS\n", + " row_header = []\n", + " for t in range(num_Event):\n", + " row_header.append('Event_' + str(t+1))\n", + "\n", + " col_header1 = []\n", + " col_header2 = []\n", + " for t in EVAL_TIMES:\n", + " col_header1.append(str(t) + 'yr c_index')\n", + " col_header2.append(str(t) + 'yr B_score')\n", + "\n", + " # c-index result\n", + " df1 = pd.DataFrame(result1, index = row_header, columns=col_header1)\n", + " df1.to_csv(in_path + '/result_CINDEX_itr' + str(out_itr) + '.csv')\n", + "\n", + " # brier-score result\n", + " df2 = pd.DataFrame(result2, index = row_header, columns=col_header2)\n", + " df2.to_csv(in_path + '/result_BRIER_itr' + str(out_itr) + '.csv')\n", + "\n", + " ### PRINT RESULTS\n", + " print('========================================================')\n", + " print('ITR: ' + str(out_itr+1) + ' DATA MODE: ' + data_mode + ' (a:' + str(alpha) + ' b:' + str(beta) + ' c:' + str(gamma) + ')' )\n", + " print('SharedNet Parameters: ' + 'h_dim_shared = '+str(h_dim_shared) + ' num_layers_shared = '+str(num_layers_shared) + 'Non-Linearity: ' + str(active_fn))\n", + " print('CSNet Parameters: ' + 'h_dim_CS = '+str(h_dim_CS) + ' num_layers_CS = '+str(num_layers_CS) + 'Non-Linearity: ' + str(active_fn)) \n", + "\n", + " print('--------------------------------------------------------')\n", + " print('- C-INDEX: ')\n", + " print(df1)\n", + " print('--------------------------------------------------------')\n", + " print('- BRIER-SCORE: ')\n", + " print(df2)\n", + " print('========================================================')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "========================================================\n", + "- FINAL C-INDEX: \n", + " 410.1969800135112yr c_index 524.9024191494399yr c_index \\\n", + "Event_1 -1.0 0.806794 \n", + "\n", + " 629.7724240107663yr c_index 730.6063912795815yr c_index \\\n", + "Event_1 0.889315 0.886458 \n", + "\n", + " 824.8287999737556yr c_index 916.6079055791829yr c_index \\\n", + "Event_1 0.872506 0.862227 \n", + "\n", + " 1000.1864534707869yr c_index 1075.4097179652272yr c_index \\\n", + "Event_1 0.869395 0.878432 \n", + "\n", + " 1151.4061320404815yr c_index 1227.4678490777778yr c_index \\\n", + "Event_1 0.880366 0.875931 \n", + "\n", + " 1300.1079487652773yr c_index 1379.6184626781833yr c_index \\\n", + "Event_1 0.874705 0.877243 \n", + "\n", + " 1458.900019488439yr c_index 1546.6036789491893yr c_index \\\n", + "Event_1 0.878793 0.878258 \n", + "\n", + " 1628.3332358078155yr c_index 1727.107474005062yr c_index \\\n", + "Event_1 0.87648 0.873669 \n", + "\n", + " 1844.4878085420025yr c_index 1996.38550916544yr c_index \\\n", + "Event_1 0.872863 0.875484 \n", + "\n", + " 2190.3748477644262yr c_index 2554.9001291207974yr c_index \n", + "Event_1 0.875765 0.878739 \n", + "--------------------------------------------------------\n", + "- FINAL BRIER-SCORE: \n", + " 410.1969800135112yr B_score 524.9024191494399yr B_score \\\n", + "Event_1 0.039275 0.092099 \n", + "\n", + " 629.7724240107663yr B_score 730.6063912795815yr B_score \\\n", + "Event_1 0.138619 0.182563 \n", + "\n", + " 824.8287999737556yr B_score 916.6079055791829yr B_score \\\n", + "Event_1 0.220563 0.256064 \n", + "\n", + " 1000.1864534707869yr B_score 1075.4097179652272yr B_score \\\n", + "Event_1 0.285618 0.312393 \n", + "\n", + " 1151.4061320404815yr B_score 1227.4678490777778yr B_score \\\n", + "Event_1 0.336671 0.354694 \n", + "\n", + " 1300.1079487652773yr B_score 1379.6184626781833yr B_score \\\n", + "Event_1 0.368105 0.375664 \n", + "\n", + " 1458.900019488439yr B_score 1546.6036789491893yr B_score \\\n", + "Event_1 0.381225 0.385577 \n", + "\n", + " 1628.3332358078155yr B_score 1727.107474005062yr B_score \\\n", + "Event_1 0.382318 0.365856 \n", + "\n", + " 1844.4878085420025yr B_score 1996.38550916544yr B_score \\\n", + "Event_1 0.336503 0.304516 \n", + "\n", + " 2190.3748477644262yr B_score 2554.9001291207974yr B_score \n", + "Event_1 0.252744 0.521246 \n", + "========================================================\n" + ] + } + ], + "source": [ + "### FINAL MEAN/STD\n", + "# c-index result\n", + "df1_mean = pd.DataFrame(np.mean(FINAL1, axis=2), index = row_header, columns=col_header1)\n", + "df1_std = pd.DataFrame(np.std(FINAL1, axis=2), index = row_header, columns=col_header1)\n", + "df1_mean.to_csv(in_path + '/result_CINDEX_FINAL_MEAN.csv')\n", + "df1_std.to_csv(in_path + '/result_CINDEX_FINAL_STD.csv')\n", + "\n", + "# brier-score result\n", + "df2_mean = pd.DataFrame(np.mean(FINAL2, axis=2), index = row_header, columns=col_header2)\n", + "df2_std = pd.DataFrame(np.std(FINAL2, axis=2), index = row_header, columns=col_header2)\n", + "df2_mean.to_csv(in_path + '/result_BRIER_FINAL_MEAN.csv')\n", + "df2_std.to_csv(in_path + '/result_BRIER_FINAL_STD.csv')\n", + "\n", + "\n", + "### PRINT RESULTS\n", + "print('========================================================')\n", + "print('- FINAL C-INDEX: ')\n", + "print(df1_mean)\n", + "print('--------------------------------------------------------')\n", + "print('- FINAL BRIER-SCORE: ')\n", + "print(df2_mean)\n", + "print('========================================================')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2000, 1, 3065)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pred\n", + "pred.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "values_to_plot = pred[0, 0, :] # Extracting the first value along the last axis\n", + "plt.plot(values_to_plot)\n", + " \n", + "plt.stem(values_to_plot, linefmt='b-', markerfmt='bo', basefmt=\" \")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "ename": "IndexError", + "evalue": "index 1 is out of bounds for axis 1 with size 1", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[24], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m values_to_plot \u001b[38;5;241m=\u001b[39m \u001b[43mpred\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m \u001b[38;5;66;03m# Extracting the first value along the last axis\u001b[39;00m\n\u001b[1;32m 2\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(values_to_plot)\n\u001b[1;32m 4\u001b[0m plt\u001b[38;5;241m.\u001b[39mstem(values_to_plot, linefmt\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mb-\u001b[39m\u001b[38;5;124m'\u001b[39m, markerfmt\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbo\u001b[39m\u001b[38;5;124m'\u001b[39m, basefmt\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "\u001b[0;31mIndexError\u001b[0m: index 1 is out of bounds for axis 1 with size 1" + ] + } + ], + "source": [ + "values_to_plot = pred[0, 1, :] # Extracting the first value along the last axis\n", + "plt.plot(values_to_plot)\n", + " \n", + "plt.stem(values_to_plot, linefmt='b-', markerfmt='bo', basefmt=\" \")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tensorflow1.15_nvidia", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/METABRIC/results/itr_0/hyperparameters_log.txt b/METABRIC/results/itr_0/hyperparameters_log.txt new file mode 100644 index 0000000..688fe6d --- /dev/null +++ b/METABRIC/results/itr_0/hyperparameters_log.txt @@ -0,0 +1,13 @@ +mb_size:32 +iteration:50000 +keep_prob:0.6 +lr_train:0.0001 +h_dim_shared:300 +h_dim_CS:50 +num_layers_shared:1 +num_layers_CS:3 +active_fn:tanh 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+mb_size:256 +iteration:50000 +keep_prob:0.6 +lr_train:0.0001 +h_dim_shared:300 +h_dim_CS:200 +num_layers_shared:2 +num_layers_CS:1 +active_fn:relu +alpha:1.0 +beta:3.0 +gamma:0 +out_path:SYNTHETIC/results/ diff --git a/SYNTHETIC/results/itr_3/models/checkpoint b/SYNTHETIC/results/itr_3/models/checkpoint new file mode 100644 index 0000000..b989258 --- /dev/null +++ b/SYNTHETIC/results/itr_3/models/checkpoint @@ -0,0 +1,2 @@ +model_checkpoint_path: "model_itr_3" +all_model_checkpoint_paths: "model_itr_3" diff --git a/SYNTHETIC/results/itr_3/models/model_itr_3.data-00000-of-00001 b/SYNTHETIC/results/itr_3/models/model_itr_3.data-00000-of-00001 new file mode 100644 index 0000000..e58c659 Binary files /dev/null and b/SYNTHETIC/results/itr_3/models/model_itr_3.data-00000-of-00001 differ diff --git a/SYNTHETIC/results/itr_3/models/model_itr_3.index b/SYNTHETIC/results/itr_3/models/model_itr_3.index new file mode 100644 index 0000000..464babe Binary files /dev/null and b/SYNTHETIC/results/itr_3/models/model_itr_3.index differ diff --git a/SYNTHETIC/results/itr_3/models/model_itr_3.meta b/SYNTHETIC/results/itr_3/models/model_itr_3.meta new file mode 100644 index 0000000..5d7b04e Binary files /dev/null and b/SYNTHETIC/results/itr_3/models/model_itr_3.meta differ diff --git a/SYNTHETIC/results/itr_4/hyperparameters_log.txt b/SYNTHETIC/results/itr_4/hyperparameters_log.txt new file mode 100644 index 0000000..eb43302 --- /dev/null +++ b/SYNTHETIC/results/itr_4/hyperparameters_log.txt @@ -0,0 +1,13 @@ +mb_size:256 +iteration:50000 +keep_prob:0.6 +lr_train:0.0001 +h_dim_shared:300 +h_dim_CS:200 +num_layers_shared:3 +num_layers_CS:3 +active_fn:elu +alpha:1.0 +beta:3.0 +gamma:0 +out_path:SYNTHETIC/results/ diff --git a/SYNTHETIC/results/itr_4/models/checkpoint b/SYNTHETIC/results/itr_4/models/checkpoint new file mode 100644 index 0000000..bec8b3e --- /dev/null +++ b/SYNTHETIC/results/itr_4/models/checkpoint @@ -0,0 +1,2 @@ +model_checkpoint_path: "model_itr_4" +all_model_checkpoint_paths: "model_itr_4" diff --git a/SYNTHETIC/results/itr_4/models/model_itr_4.data-00000-of-00001 b/SYNTHETIC/results/itr_4/models/model_itr_4.data-00000-of-00001 new file mode 100644 index 0000000..4512102 Binary files /dev/null and b/SYNTHETIC/results/itr_4/models/model_itr_4.data-00000-of-00001 differ diff --git a/SYNTHETIC/results/itr_4/models/model_itr_4.index b/SYNTHETIC/results/itr_4/models/model_itr_4.index new file mode 100644 index 0000000..b7bb526 Binary files /dev/null and b/SYNTHETIC/results/itr_4/models/model_itr_4.index differ diff --git a/SYNTHETIC/results/itr_4/models/model_itr_4.meta b/SYNTHETIC/results/itr_4/models/model_itr_4.meta new file mode 100644 index 0000000..e278adf Binary files /dev/null and b/SYNTHETIC/results/itr_4/models/model_itr_4.meta differ diff --git a/SYNTHETIC/results/result_BRIER_FINAL_MEAN.csv b/SYNTHETIC/results/result_BRIER_FINAL_MEAN.csv new file mode 100644 index 0000000..7dc1c9a --- /dev/null +++ b/SYNTHETIC/results/result_BRIER_FINAL_MEAN.csv @@ -0,0 +1,3 @@ +,12yr B_score,24yr B_score,36yr B_score +Event_1,0.5421505515309775,0.6295253254376304,0.6563303484043391 +Event_2,0.5425617025035399,0.6267298195546603,0.6545762480351274 diff --git a/SYNTHETIC/results/result_BRIER_FINAL_STD.csv b/SYNTHETIC/results/result_BRIER_FINAL_STD.csv new file mode 100644 index 0000000..31c752d --- /dev/null +++ b/SYNTHETIC/results/result_BRIER_FINAL_STD.csv @@ -0,0 +1,3 @@ +,12yr B_score,24yr B_score,36yr B_score +Event_1,0.034087842051054036,0.07591012339803925,0.1073928003189887 +Event_2,0.03606651561787832,0.07826732899336224,0.10720787966943261 diff --git a/SYNTHETIC/results/result_BRIER_itr0.csv b/SYNTHETIC/results/result_BRIER_itr0.csv new file mode 100644 index 0000000..61ef41f --- /dev/null +++ b/SYNTHETIC/results/result_BRIER_itr0.csv @@ -0,0 +1,3 @@ +,12yr B_score,24yr B_score,36yr B_score +Event_1,0.4756298424285543,0.48164841035700784,0.4487937038592306 +Event_2,0.47219008408402974,0.47404259679887506,0.44742767837118014 diff --git a/SYNTHETIC/results/result_BRIER_itr1.csv b/SYNTHETIC/results/result_BRIER_itr1.csv new file mode 100644 index 0000000..528bf5b --- /dev/null +++ b/SYNTHETIC/results/result_BRIER_itr1.csv @@ -0,0 +1,3 @@ +,12yr B_score,24yr B_score,36yr B_score +Event_1,0.5710350690805698,0.6959302155318391,0.7556575078975073 +Event_2,0.5737923668947668,0.6961459565987183,0.7557244513465563 diff --git a/SYNTHETIC/results/result_BRIER_itr2.csv b/SYNTHETIC/results/result_BRIER_itr2.csv new file mode 100644 index 0000000..8d313ac --- /dev/null +++ b/SYNTHETIC/results/result_BRIER_itr2.csv @@ -0,0 +1,3 @@ +,12yr B_score,24yr B_score,36yr B_score +Event_1,0.5474767955145858,0.6428367279702567,0.6736844303452995 +Event_2,0.5505272138851974,0.6441517333939853,0.6734020994929586 diff --git a/SYNTHETIC/results/result_BRIER_itr3.csv b/SYNTHETIC/results/result_BRIER_itr3.csv new file mode 100644 index 0000000..3f6645a --- /dev/null +++ b/SYNTHETIC/results/result_BRIER_itr3.csv @@ -0,0 +1,3 @@ +,12yr B_score,24yr B_score,36yr B_score +Event_1,0.5579522874423144,0.6677537727105476,0.7140097449957008 +Event_2,0.5544721161774395,0.6632115155409104,0.7074384087826125 diff --git a/SYNTHETIC/results/result_BRIER_itr4.csv b/SYNTHETIC/results/result_BRIER_itr4.csv new file mode 100644 index 0000000..ca932bf --- /dev/null +++ b/SYNTHETIC/results/result_BRIER_itr4.csv @@ -0,0 +1,3 @@ +,12yr B_score,24yr B_score,36yr B_score +Event_1,0.5586587631888635,0.6594575006185008,0.6895063549239575 +Event_2,0.5618267314762663,0.6560972954408127,0.6888886021823298 diff --git a/SYNTHETIC/results/result_CINDEX_FINAL_MEAN.csv b/SYNTHETIC/results/result_CINDEX_FINAL_MEAN.csv new file mode 100644 index 0000000..2f1a8d6 --- /dev/null +++ b/SYNTHETIC/results/result_CINDEX_FINAL_MEAN.csv @@ -0,0 +1,3 @@ +,12yr c_index,24yr c_index,36yr c_index +Event_1,0.7677010153183357,0.737315689851972,0.7238152948306934 +Event_2,0.7601904966305313,0.7358065564546327,0.7151757372525814 diff --git a/SYNTHETIC/results/result_CINDEX_FINAL_STD.csv b/SYNTHETIC/results/result_CINDEX_FINAL_STD.csv new file mode 100644 index 0000000..5c5ed41 --- /dev/null +++ b/SYNTHETIC/results/result_CINDEX_FINAL_STD.csv @@ -0,0 +1,3 @@ +,12yr c_index,24yr c_index,36yr c_index +Event_1,0.002178330840999687,0.0016671330118538154,0.0019968337949367596 +Event_2,0.0019667683687235654,0.001599279943005068,0.0010444728463151482 diff --git a/SYNTHETIC/results/result_CINDEX_itr0.csv b/SYNTHETIC/results/result_CINDEX_itr0.csv new file mode 100644 index 0000000..679d15a --- /dev/null +++ b/SYNTHETIC/results/result_CINDEX_itr0.csv @@ -0,0 +1,3 @@ +,12yr c_index,24yr c_index,36yr c_index +Event_1,0.764533597336202,0.7349629880833238,0.7205021343442448 +Event_2,0.7586017276359468,0.7353199805708807,0.7143990989085437 diff --git a/SYNTHETIC/results/result_CINDEX_itr1.csv b/SYNTHETIC/results/result_CINDEX_itr1.csv new file mode 100644 index 0000000..f9361db --- /dev/null +++ b/SYNTHETIC/results/result_CINDEX_itr1.csv @@ -0,0 +1,3 @@ +,12yr c_index,24yr c_index,36yr c_index +Event_1,0.7675970989735561,0.7371030293750729,0.7244947601927796 +Event_2,0.7583476960861842,0.736263230403002,0.7163407197360704 diff --git a/SYNTHETIC/results/result_CINDEX_itr2.csv b/SYNTHETIC/results/result_CINDEX_itr2.csv new file mode 100644 index 0000000..45a2fd0 --- /dev/null +++ b/SYNTHETIC/results/result_CINDEX_itr2.csv @@ -0,0 +1,3 @@ +,12yr c_index,24yr c_index,36yr c_index +Event_1,0.7688524257385694,0.7378114220982684,0.7250024385928187 +Event_2,0.7606395345253855,0.7337200768592383,0.7139909090283916 diff --git a/SYNTHETIC/results/result_CINDEX_itr3.csv b/SYNTHETIC/results/result_CINDEX_itr3.csv new file mode 100644 index 0000000..b448620 --- /dev/null +++ b/SYNTHETIC/results/result_CINDEX_itr3.csv @@ -0,0 +1,3 @@ +,12yr c_index,24yr c_index,36yr c_index +Event_1,0.771009255095157,0.7400722478170995,0.7262767383262103 +Event_2,0.7637759694363329,0.7385603653965013,0.7165155882795419 diff --git a/SYNTHETIC/results/result_CINDEX_itr4.csv b/SYNTHETIC/results/result_CINDEX_itr4.csv new file mode 100644 index 0000000..945ebdb --- /dev/null +++ b/SYNTHETIC/results/result_CINDEX_itr4.csv @@ -0,0 +1,3 @@ +,12yr c_index,24yr c_index,36yr c_index +Event_1,0.7665126994481943,0.7366287618860957,0.7228004026974136 +Event_2,0.7595875554688071,0.7351691290435411,0.7146323703103603 diff --git a/__pycache__/class_DeepHit.cpython-38.pyc b/__pycache__/class_DeepHit.cpython-38.pyc new file mode 100644 index 0000000..6517097 Binary files /dev/null and b/__pycache__/class_DeepHit.cpython-38.pyc differ diff --git a/__pycache__/get_main.cpython-312.pyc b/__pycache__/get_main.cpython-312.pyc new file mode 100644 index 0000000..3a36f18 Binary files /dev/null and b/__pycache__/get_main.cpython-312.pyc differ diff --git a/__pycache__/get_main.cpython-38.pyc b/__pycache__/get_main.cpython-38.pyc new file mode 100644 index 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f2a2380..3b653ca 100755 --- a/class_DeepHit.py +++ b/class_DeepHit.py @@ -20,9 +20,11 @@ ''' import numpy as np +import os +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' import tensorflow as tf -import random +import random from tensorflow.contrib.layers import fully_connected as FC_Net ### user-defined functions @@ -30,16 +32,14 @@ _EPSILON = 1e-08 - - +# Your TensorFlow code here ##### USER-DEFINED FUNCTIONS def log(x): - return tf.log(x + _EPSILON) + return tf.math.log(x + _EPSILON) def div(x, y): return tf.div(x, (y + _EPSILON)) - class Model_DeepHit: def __init__(self, sess, name, input_dims, network_settings): self.sess = sess @@ -66,21 +66,21 @@ def __init__(self, sess, name, input_dims, network_settings): def _build_net(self): - with tf.variable_scope(self.name): + with tf.compat.v1.variable_scope(self.name): #### PLACEHOLDER DECLARATION - self.mb_size = tf.placeholder(tf.int32, [], name='batch_size') - self.lr_rate = tf.placeholder(tf.float32, [], name='learning_rate') - self.keep_prob = tf.placeholder(tf.float32, [], name='keep_probability') #keeping rate - self.a = tf.placeholder(tf.float32, [], name='alpha') - self.b = tf.placeholder(tf.float32, [], name='beta') - self.c = tf.placeholder(tf.float32, [], name='gamma') + self.mb_size = tf.compat.v1.placeholder(tf.int32, [], name='batch_size') + self.lr_rate = tf.compat.v1.placeholder(tf.float32, [], name='learning_rate') + self.keep_prob = tf.compat.v1.placeholder(tf.float32, [], name='keep_probability') #keeping rate + self.a = tf.compat.v1.placeholder(tf.float32, [], name='alpha') + self.b = tf.compat.v1.placeholder(tf.float32, [], name='beta') + self.c = tf.compat.v1.placeholder(tf.float32, [], name='gamma') - self.x = tf.placeholder(tf.float32, shape=[None, self.x_dim], name='inputs') - self.k = tf.placeholder(tf.float32, shape=[None, 1], name='labels') #event/censoring label (censoring:0) - self.t = tf.placeholder(tf.float32, shape=[None, 1], name='timetoevents') + self.x = tf.compat.v1.placeholder(tf.float32, shape=[None, self.x_dim], name='inputs') + self.k = tf.compat.v1.placeholder(tf.float32, shape=[None, 1], name='labels') #event/censoring label (censoring:0) + self.t = tf.compat.v1.placeholder(tf.float32, shape=[None, 1], name='timetoevents') - self.fc_mask1 = tf.placeholder(tf.float32, shape=[None, self.num_Event, self.num_Category], name='mask1') #for Loss 1 - self.fc_mask2 = tf.placeholder(tf.float32, shape=[None, self.num_Category], name='mask2') #for Loss 2 / Loss 3 + self.fc_mask1 = tf.compat.v1.placeholder(tf.float32, shape=[None, self.num_Event, self.num_Category], name='mask1') #for Loss 1 + self.fc_mask2 = tf.compat.v1.placeholder(tf.float32, shape=[None, self.num_Category], name='mask2') #for Loss 2 / Loss 3 ##### SHARED SUBNETWORK w/ FCNETS @@ -108,24 +108,20 @@ def _build_net(self): self.loss_Ranking() #get loss2: Ranking loss self.loss_Calibration() #get loss3: Calibration loss - self.LOSS_TOTAL = self.a*self.LOSS_1 + self.b*self.LOSS_2 + self.c*self.LOSS_3 + tf.losses.get_regularization_loss() - self.solver = tf.train.AdamOptimizer(learning_rate=self.lr_rate).minimize(self.LOSS_TOTAL) + self.LOSS_TOTAL = self.a*self.LOSS_1 + self.b*self.LOSS_2 + self.c*self.LOSS_3 + tf.compat.v1.losses.get_regularization_loss() + self.solver = tf.compat.v1.train.AdamOptimizer(learning_rate=self.lr_rate).minimize(self.LOSS_TOTAL) - ### LOSS-FUNCTION 1 -- Log-likelihood loss + ## LOSS-FUNCTION 1 -- Log-likelihood loss def loss_Log_Likelihood(self): I_1 = tf.sign(self.k) - - #for uncenosred: log P(T=t,K=k|x) tmp1 = tf.reduce_sum(tf.reduce_sum(self.fc_mask1 * self.out, reduction_indices=2), reduction_indices=1, keep_dims=True) tmp1 = I_1 * log(tmp1) - + #for censored: log \sum P(T>t|x) - tmp2 = tf.reduce_sum(tf.reduce_sum(self.fc_mask2 * self.out, reduction_indices=2), reduction_indices=1, keep_dims=True) + tmp2 = tf.reduce_sum(tf.reduce_sum(self.fc_mask1 * self.out, reduction_indices=2), reduction_indices=1, keep_dims=True) # this equal to tmp1 before I_1 tmp2 = (1. - I_1) * log(tmp2) - - self.LOSS_1 = - tf.reduce_mean(tmp1 + 1.0*tmp2) - + self.LOSS_1 = - tf.reduce_mean(tmp1 + 1.0*tmp2) # = I_1 * log(tmp1) + (1. - I_1) * log(tmp1) ### LOSS-FUNCTION 2 -- Ranking loss def loss_Ranking(self): @@ -135,13 +131,13 @@ def loss_Ranking(self): for e in range(self.num_Event): one_vector = tf.ones_like(self.t, dtype=tf.float32) I_2 = tf.cast(tf.equal(self.k, e+1), dtype = tf.float32) #indicator for event - I_2 = tf.diag(tf.squeeze(I_2)) + I_2 = tf.linalg.tensor_diag(tf.squeeze(I_2)) tmp_e = tf.reshape(tf.slice(self.out, [0, e, 0], [-1, 1, -1]), [-1, self.num_Category]) #event specific joint prob. R = tf.matmul(tmp_e, tf.transpose(self.fc_mask2)) #no need to divide by each individual dominator # r_{ij} = risk of i-th pat based on j-th time-condition (last meas. time ~ event time) , i.e. r_i(T_{j}) - diag_R = tf.reshape(tf.diag_part(R), [-1, 1]) + diag_R = tf.reshape(tf.linalg.tensor_diag_part(R), [-1, 1]) R = tf.matmul(one_vector, tf.transpose(diag_R)) - R # R_{ij} = r_{j}(T_{j}) - r_{i}(T_{j}) R = tf.transpose(R) # Now, R_{ij} (i-th row j-th column) = r_{i}(T_{i}) - r_{j}(T_{i}) @@ -202,4 +198,4 @@ def predict(self, x_test, keep_prob=1.0): # def predict(self, x_test, MASK, keep_prob=1.0): # (m1_test, m2_test) = MASK # return self.sess.run(self.out, - # feed_dict={self.x: x_test, self.rnn_mask1:m1_test, self.rnn_mask2:m2_test, self.keep_prob: keep_prob}) + # feed_dict={self.x: x_test, self.rnn_mask1:m1_test, self.rnn_mask2:m2_test, self.keep_prob: keep_prob}) \ No newline at end of file diff --git a/get_main.py b/get_main.py index d4ad928..d305a69 100755 --- a/get_main.py +++ b/get_main.py @@ -21,9 +21,10 @@ import numpy as np import pandas as pd -import tensorflow as tf import random import os +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' +import tensorflow as tf # import sys from termcolor import colored @@ -36,8 +37,6 @@ from class_DeepHit import Model_DeepHit from utils_eval import c_index, brier_score, weighted_c_index, weighted_brier_score - - ##### USER-DEFINED FUNCTIONS def log(x): return tf.log(x + 1e-8) @@ -57,7 +56,8 @@ def f_get_minibatch(mb_size, x, label, time, mask1, mask2): return x_mb, k_mb, t_mb, m1_mb, m2_mb -def get_valid_performance(DATA, MASK, in_parser, out_itr, eval_time=None, MAX_VALUE = -99, OUT_ITERATION=5, seed=1234): +def get_valid_performance(DATA, MASK, in_parser, out_itr, eval_time=None, MAX_VALUE = -99, OUT_ITERATION=5, r_itr=None): + seed = 1234 ##### DATA & MASK (data, time, label) = DATA (mask1, mask2) = MASK @@ -109,16 +109,16 @@ def get_valid_performance(DATA, MASK, in_parser, out_itr, eval_time=None, MAX_VA print (file_path_final + ' (a:' + str(alpha) + ' b:' + str(beta) + ' c:' + str(gamma) + ')' ) ##### CREATE DEEPFHT NETWORK - tf.reset_default_graph() + tf.compat.v1.reset_default_graph() - config = tf.ConfigProto() + config = tf.compat.v1.ConfigProto() config.gpu_options.allow_growth = True - sess = tf.Session(config=config) + sess = tf.compat.v1.Session(config=config) model = Model_DeepHit(sess, "DeepHit", input_dims, network_settings) - saver = tf.train.Saver() + saver = tf.compat.v1.train.Saver() - sess.run(tf.global_variables_initializer()) + sess.run(tf.compat.v1.global_variables_initializer()) ### TRAINING-TESTING SPLIT @@ -188,4 +188,4 @@ def get_valid_performance(DATA, MASK, in_parser, out_itr, eval_time=None, MAX_VA else: stop_flag += 1 - return max_valid + return max_valid \ No newline at end of file diff --git a/import_data.py b/import_data.py index 20ad21d..61308a6 100755 --- a/import_data.py +++ b/import_data.py @@ -10,9 +10,10 @@ ''' import numpy as np import pandas as pd +import os +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' import random - ##### DEFINE USER-FUNCTIONS ##### def f_get_Normalization(X, norm_mode): num_Patient, num_Feature = np.shape(X) @@ -99,6 +100,34 @@ def import_dataset_SYNTHETIC(norm_mode='standard'): return DIM, DATA, MASK +def import_dataset_GPU(norm_mode='standard'): + in_filename = './sample data/GPU/gpu_data.csv' + df = pd.read_csv(in_filename, sep=',') + + df['censor'] = 0 # Default value (when both are 0) + df.loc[df['censor1'] == 1, 'censor'] = 1 # When censor1 is 1 + df.loc[df['censor2'] == 1, 'censor'] = 2 # When censor2 is 1 + + label = np.asarray(df[['censor']]) + time = np.asarray(df[['time']]) * 365 + data = np.asarray(df.iloc[:,4:18]) + data = f_get_Normalization(data, norm_mode) + + num_Category = int(np.max(time) * 1.2) #to have enough time-horizon + num_Event = int(len(np.unique(label)) - 1) #only count the number of events (do not count censoring as an event) + + x_dim = np.shape(data)[1] + + mask1 = f_get_fc_mask2(time, label, num_Event, num_Category) + mask2 = f_get_fc_mask3(time, -1, num_Category) + + DIM = (x_dim) + DATA = (data, time, label) + MASK = (mask1, mask2) + + return DIM, DATA, MASK + + def import_dataset_METABRIC(norm_mode='standard'): in_filename1 = './sample data/METABRIC/cleaned_features_final.csv' in_filename2 = './sample data/METABRIC/label.csv' @@ -126,4 +155,41 @@ def import_dataset_METABRIC(norm_mode='standard'): DATA = (data, time, label) MASK = (mask1, mask2) + return DIM, DATA, MASK + +def import_dataset_SEER(norm_mode="standard"): + in_filename = './sample data/SEER/encoded_SEER_data.csv' + df = pd.read_csv(in_filename, sep=',') + + # Convert time and label to numeric + time = np.asarray(df[['time']]).astype(float) + label = np.asarray(df[['label']]).astype(int) + + # Make sure all feature columns are numeric + # Convert all data columns to float + feature_df = df.iloc[:,2:] + for col in feature_df.columns: + feature_df[col] = pd.to_numeric(feature_df[col], errors='coerce') + + # Replace any NaN values from the conversion + feature_df = feature_df.fillna(0) + + # Convert to numpy array + data = np.asarray(feature_df).astype(float) + + # Now normalize + data = f_get_Normalization(data, norm_mode) + + num_Category = int(np.max(time) * 1.2) # to have enough time-horizon + num_Event = int(len(np.unique(label)) - 1) # only count events (not censoring) + + x_dim = np.shape(data)[1] + + mask1 = f_get_fc_mask2(time, label, num_Event, num_Category) + mask2 = f_get_fc_mask3(time, -1, num_Category) + + DIM = (x_dim) + DATA = (data, time, label) + MASK = (mask1, mask2) + return DIM, DATA, MASK \ No newline at end of file diff --git a/main_RandomSearch.py b/main_RandomSearch.py index 0a41e8d..3c6a5cb 100755 --- a/main_RandomSearch.py +++ b/main_RandomSearch.py @@ -16,6 +16,8 @@ import time, datetime, os import get_main import numpy as np +import os +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' import import_data as impt @@ -97,28 +99,37 @@ def get_random_hyperparameters(out_path): OUT_ITERATION = 5 RS_ITERATION = 50 -data_mode = 'METABRIC' +data_mode = 'GPU' # 'SYNTHETIC', 'METABRIC', 'SEER', 'GPU' seed = 1234 - ##### IMPORT DATASET ''' num_Category = typically, max event/censoring time * 1.2 (to make enough time horizon) - num_Event = number of evetns i.e. len(np.unique(label))-1 + num_Event = number of events i.e. len(np.unique(label))-1 max_length = maximum number of measurements x_dim = data dimension including delta (num_features) mask1, mask2 = used for cause-specific network (FCNet structure) - EVAL_TIMES = set specific evaluation time horizons at which the validatoin performance is maximized. + EVAL_TIMES = set specific evaluation time horizons at which the validation performance is maximized. (This must be selected based on the dataset) ''' if data_mode == 'SYNTHETIC': (x_dim), (data, time, label), (mask1, mask2) = impt.import_dataset_SYNTHETIC(norm_mode = 'standard') - EVAL_TIMES = [12, 24, 36] + percentiles = np.linspace(2, 100, 20) # Adjust as needed + EVAL_TIMES = np.percentile(time.flatten(),percentiles) elif data_mode == 'METABRIC': (x_dim), (data, time, label), (mask1, mask2) = impt.import_dataset_METABRIC(norm_mode = 'standard') - EVAL_TIMES = [144, 288, 432] + percentiles = np.linspace(2, 100, 20) # Adjust as needed + EVAL_TIMES = np.percentile(time.flatten(),percentiles) +elif data_mode == 'SEER': + (x_dim), (data, time, label), (mask1, mask2) = impt.import_dataset_SEER(norm_mode = 'standard') + percentiles = np.linspace(2, 100, 20) # Adjust as needed + EVAL_TIMES = np.percentile(time.flatten(),percentiles) +elif data_mode == 'GPU': + (x_dim), (data, time, label), (mask1, mask2) = impt.import_dataset_GPU(norm_mode = 'standard') + percentiles = np.linspace(2, 100, 20) # Adjust as needed + EVAL_TIMES = np.percentile(time.flatten(),percentiles) else: print('ERROR: DATA_MODE NOT FOUND !!!') @@ -129,7 +140,6 @@ def get_random_hyperparameters(out_path): out_path = data_mode + '/results/' for itr in range(OUT_ITERATION): - if not os.path.exists(out_path + '/itr_' + str(itr) + '/'): os.makedirs(out_path + '/itr_' + str(itr) + '/') @@ -143,7 +153,7 @@ def get_random_hyperparameters(out_path): print(new_parser) # get validation performance given the hyperparameters - tmp_max = get_main.get_valid_performance(DATA, MASK, new_parser, itr, EVAL_TIMES, MAX_VALUE=max_valid) + tmp_max = get_main.get_valid_performance(DATA, MASK, new_parser, itr, EVAL_TIMES, MAX_VALUE=max_valid, r_itr=r_itr) if tmp_max > max_valid: max_valid = tmp_max diff --git a/sample data/GPU/gpu_data.csv b/sample data/GPU/gpu_data.csv new file mode 100644 index 0000000..14c5892 --- /dev/null +++ b/sample data/GPU/gpu_data.csv @@ -0,0 +1,10001 @@ 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data/SEER/SEER-dataset-train.csv b/sample data/SEER/SEER-dataset-train.csv new file mode 100644 index 0000000..5bfd1e3 --- /dev/null +++ b/sample data/SEER/SEER-dataset-train.csv @@ -0,0 +1,35350 @@ + +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,PoAge at diagnosis,Regional nodes positive (1988+),Total number of in situ/malignant tumors for patient,Radiation recode,Chemotherapy recode,Radiation sequence with surgery,ER Status Recode Breast Cancer (1990+),PR Status Recode Breast Cancer (1990+),CS tumor size (2004-2015),Derived HER2 Recode (2010+),Regional nodes examined (1988+),COD to site recode,Race recode,Sex,Vital status recode (study cutoff used),Diagnosis_year,Last_fu _year,interva_years,stutus_5_years +54,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,36,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,46,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Breast,Black,Female,Dead,2010,2014,4,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,0,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +82,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alivesitive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,29,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +37,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,95,Breast,White,Female,Dead,2010,2012,2,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +96,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,Black,Female,Alive,2010,2015,5,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,10,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,130,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,38,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +70,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +54,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +47,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,120,Borderline,21,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,150,Borderline,0,Breast,White,Female,Dead,2010,2010,0,Dead +48,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,54,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,33,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2010,2015,5,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2010,0,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,2,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,21,Diseases of Heart,Black,Female,Dead,2010,2015,5,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,Black,Female,Dead,2010,2014,4,Dead +75,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,72,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,17,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +42,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,990,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,Unknown,Female,Dead,2010,2016,6,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,Yes,Radiation before and after surgery,Negative,Negative,28,Negative,6,Breast,White,Female,Dead,2010,2014,4,Dead +70,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,3,Breast,Black,Female,Dead,2010,2015,5,Dead +74,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,1,Breast,White,Female,Dead,2010,2013,3,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,4,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,12,Breast,White,Female,Dead,2010,2013,3,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +46,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +83,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2010,2010,0,Dead +86,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,0,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +26,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,34,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,6,Alive,Black,Female,Alive,2010,2016,6,Alive +52,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Male,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,39,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,39,Alive,White,Male,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Septicemia,White,Female,Dead,2010,2013,3,Dead +76,13,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,13,Ovary,White,Female,Dead,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +89,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,0,Breast,White,Female,Dead,2010,2012,2,Dead +62,15,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Unknown,7,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Diabetes Mellitus,White,Female,Dead,2010,2014,4,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,6,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2010,2016,6,Alive +70,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,55,Positive,23,Alive,White,Female,Alive,2010,2016,6,Alive +59,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Pancreas,White,Female,Dead,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,13,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,17,Diseases of Heart,Black,Female,Dead,2010,2013,3,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +45,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +51,9,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,5,Breast,White,Female,Dead,2010,2013,3,Dead +69,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,11,Breast,White,Female,Dead,2010,2012,2,Dead +79,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,1,Breast,Black,Female,Dead,2010,2011,1,Dead +32,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,23,Breast,Black,Female,Dead,2010,2013,3,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,21,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,21,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,23,Alive,Black,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +87,13,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,13,Breast,White,Female,Dead,2010,2011,1,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +33,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,6,Breast,White,Female,Dead,2010,2013,3,Dead +87,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +28,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,6,Alive,White,Female,Alive,2010,2015,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,106,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +62,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,79,Negative,7,State DC not available or state DC available but no COD,Black,Female,Dead,2010,2013,3,Dead +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +28,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,46,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Breast,White,Female,Dead,2010,2014,4,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +78,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Other Cause of Death,Black,Female,Dead,2010,2011,1,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,42,Negative,95,Breast,White,Female,Dead,2010,2013,3,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,23,Positive,4,Breast,White,Female,Dead,2010,2012,2,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Diseases of Heart,White,Male,Dead,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,19,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +58,14,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,170,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +76,16,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,28,Pancreas,White,Female,Dead,2010,2011,1,Dead +56,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,12,Breast,White,Female,Dead,2010,2014,4,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +67,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +60,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Unknown,18,Alive,White,Female,Alive,2010,2016,6,Alive +59,52,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Positive,53,Breast,White,Female,Dead,2010,2012,2,Dead +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Borderline,3,Colon excluding Rectum,White,Female,Dead,2010,2013,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,57,Negative,0,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,39,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,39,Breast,White,Female,Dead,2010,2014,4,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,5,Breast,Black,Female,Dead,2010,2011,1,Dead +80,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,114,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +36,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,50,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,110,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +39,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Positive,11,Alive,Black,Female,Alive,2010,2016,6,Alive +80,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,13,State DC not available or state DC available but no COD,White,Female,Dead,2010,2013,3,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,150,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +76,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,5,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +27,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Borderline,0,Breast,White,Female,Dead,2010,2010,0,Dead +89,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,9,Breast,White,Female,Dead,2010,2011,1,Dead +88,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,97,Negative,0,Lung and Bronchus,White,Female,Dead,2010,2013,3,Dead +76,11,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +29,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,3,Breast,Black,Female,Dead,2010,2014,4,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,23,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,32,Alive,White,Female,Alive,2010,2016,6,Alive +58,11,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,12,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,5,Diseases of Heart,Black,Female,Dead,2010,2011,1,Dead +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,64,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,3,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2012,2,Dead +45,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Ovary,White,Female,Dead,2010,2015,5,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +79,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,2,Alive,White,Female,Alive,2010,2015,5,Alive +50,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +95,5,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,55,Unknown,12,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +54,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,90,Positive,15,Alive,White,Female,Alive,2010,2015,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,2,Unknown,3,Breast,White,Female,Dead,2010,2015,5,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Esophagus,White,Female,Dead,2010,2012,2,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,4,Breast,Black,Female,Dead,2010,2013,3,Dead +44,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +80,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,19,Breast,White,Female,Dead,2010,2015,5,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,30,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +37,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,13,Alive,White,Female,Alive,2010,2015,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +58,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,12,Other Cause of Death,Black,Female,Dead,2010,2011,1,Dead +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +34,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,20,Alive,Black,Female,Alive,2010,2016,6,Alive +72,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,110,Positive,11,Alive,Black,Female,Alive,2010,2016,6,Alive +78,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,2,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +75,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,61,Negative,5,Breast,Black,Female,Dead,2010,2014,4,Dead +59,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2010,2010,0,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,57,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2011,1,Dead +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +30,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Aortic Aneurysm and Dissection,White,Female,Dead,2010,2015,5,Dead +29,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,3,Colon excluding Rectum,White,Female,Dead,2010,2014,4,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,12,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Positive,27,Alive,White,Female,Alive,2010,2016,6,Alive +92,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,14,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +84,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,11,Breast,White,Female,Dead,2010,2012,2,Dead +35,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +47,5,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +72,3,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Borderline,0,Breast,White,Female,Dead,2010,2010,0,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Unknown,0,Pneumonia and Influenza,White,Female,Dead,2010,2014,4,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Unknown,9,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Lung and Bronchus,White,Female,Dead,2010,2011,1,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +85,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,75,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +69,6,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,16,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2010,2012,2,Dead +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,1,Breast,White,Female,Dead,2010,2011,1,Dead +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Borderline,1,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,8,Alive,Black,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +54,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,8,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +91,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,20,Negative,16,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,11,Cerebrovascular Diseases,White,Female,Dead,2010,2010,0,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Breast,White,Female,Dead,2010,2010,0,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,16,Alive,White,Male,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +54,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,6,Breast,White,Female,Dead,2010,2013,3,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,42,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +39,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,95,Breast,White,Female,Dead,2010,2016,6,Alive +86,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,9,Breast,White,Female,Dead,2010,2013,3,Dead +59,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +63,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,7,Accidents and Adverse Effects,White,Female,Dead,2010,2010,0,Dead +76,19,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,29,Breast,White,Female,Dead,2010,2010,0,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2015,5,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,21,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,23,Alive,Black,Female,Alive,2010,2016,6,Alive +62,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +50,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +74,98,2,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,990,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +75,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Unknown,9,Alive,White,Female,Alive,2010,2016,6,Alive +93,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,90,Negative,27,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,14,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2014,4,Dead +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +99,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,61,Unknown,0,Breast,Black,Female,Dead,2010,2010,0,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2010,0,Dead +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +97,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Positive,0,Diseases of Heart,Black,Female,Dead,2010,2012,2,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,97,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Unknown,0,Breast,Black,Female,Dead,2010,2012,2,Dead +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +40,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,3,Breast,Black,Female,Dead,2010,2011,1,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,43,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +33,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2010,2014,4,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation before and after surgery,Negative,Negative,18,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +35,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2015,5,Dead +72,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,17,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +81,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,95,Breast,White,Female,Dead,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +50,15,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,1,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +59,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +55,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +56,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +78,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,60,Positive,36,Alive,White,Female,Alive,2010,2016,6,Alive +62,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,19,Breast,White,Female,Dead,2010,2013,3,Dead +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,11,Breast,White,Female,Dead,2010,2015,5,Dead +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,65,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,43,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,30,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,34,Breast,White,Female,Dead,2010,2012,2,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +63,0,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,3,Alive,Unknown,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +80,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Breast,White,Female,Dead,2010,2012,2,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,14,Breast,Black,Female,Dead,2010,2011,1,Dead +69,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +51,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Borderline,15,Alive,White,Female,Alive,2010,2016,6,Alive +85,34,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,34,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +70,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,1,Breast,White,Female,Dead,2010,2014,4,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,2,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,6,Breast,White,Female,Dead,2010,2014,4,Dead +81,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,14,Breast,White,Female,Dead,2010,2012,2,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,7,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,29,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,15,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Breast,White,Female,Dead,2010,2013,3,Dead +66,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2010,2012,2,Dead +70,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +80,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,10,Alive,White,Female,Alive,2010,2015,5,Alive +29,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Unknown,10,Alive,White,Female,Alive,2010,2016,6,Alive +84,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,42,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Unknown,11,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,48,Negative,3,Breast,White,Female,Dead,2010,2012,2,Dead +76,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,153,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,16,Breast,White,Female,Dead,2010,2010,0,Dead +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,15,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Borderline,22,Alive,Black,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,2,Breast,Black,Female,Dead,2010,2014,4,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,34,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +60,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,42,Negative,5,Breast,White,Female,Dead,2010,2013,3,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +66,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,7,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,1,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +77,8,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,55,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,11,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,19,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,21,Breast,Black,Female,Dead,2010,2015,5,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +36,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +94,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Unknown,15,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,22,Alive,White,Male,Alive,2010,2016,6,Alive +45,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +33,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,15,Breast,White,Female,Dead,2010,2012,2,Dead +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Male,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,42,Positive,0,Breast,Black,Female,Dead,2010,2010,0,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,990,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,13,Breast,Black,Female,Dead,2010,2015,5,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +72,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +70,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,990,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,18,Alive,Black,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +65,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,27,Alive,Black,Female,Alive,2010,2016,6,Alive +76,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +68,8,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,12,Alive,White,Male,Alive,2010,2016,6,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Alive,Unknown,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,2,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,7,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,31,Negative,7,Breast,White,Female,Dead,2010,2013,3,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2012,2,Dead +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +67,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2010,2012,2,Dead +62,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +43,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,83,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +77,10,1,Beam radiation,No/Unknown,Radiation before and after surgery,Positive,Negative,28,Positive,18,Breast,White,Female,Dead,2010,2012,2,Dead +64,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,82,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,4,State DC not available or state DC available but no COD,White,Female,Dead,2010,2013,3,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,4,Breast,Black,Female,Dead,2010,2011,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Unknown,1,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,6,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +61,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,72,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,20,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,66,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +63,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,6,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Cerebrovascular Diseases,White,Male,Dead,2010,2010,0,Dead +58,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,8,Breast,Black,Female,Dead,2010,2015,5,Dead +41,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,24,Breast,Black,Female,Dead,2010,2011,1,Dead +59,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,95,Breast,White,Female,Dead,2010,2013,3,Dead +63,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Intraoperative rad with other rad before/after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Negative,97,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,6,Breast,White,Female,Dead,2010,2015,5,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,95,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +49,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2010,2010,0,Dead +86,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,9,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2014,4,Dead +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,5,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,2,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +70,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Unknown,1,Alive,Black,Female,Alive,2010,2016,6,Alive +51,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,998,Unknown,24,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +78,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,19,Negative,5,Pancreas,White,Female,Dead,2010,2013,3,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +72,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,9,Alive,White,Male,Alive,2010,2016,6,Alive +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Breast,White,Female,Dead,2010,2013,3,Dead +40,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,4,Breast,White,Female,Dead,2010,2013,3,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Borderline,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +54,98,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Negative,180,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +59,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,1,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Breast,Black,Female,Dead,2010,2011,1,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Unknown,2,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,8,Alive,Unknown,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,14,Alive,Unknown,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,3,Breast,White,Female,Dead,2010,2014,4,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Unknown,2,Alive,Black,Female,Alive,2010,2016,6,Alive +43,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Unknown,9,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +70,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,990,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2012,2,Dead +47,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Positive,11,Pneumonia and Influenza,White,Female,Dead,2010,2016,6,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +33,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Unknown,2,Alive,White,Female,Alive,2010,2015,5,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +98,12,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,23,Negative,14,Breast,White,Female,Dead,2010,2012,2,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,46,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,65,Negative,15,Breast,White,Female,Dead,2010,2016,6,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,56,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Borderline,Borderline,86,Positive,1,Breast,Black,Female,Dead,2010,2012,2,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Breast,Black,Female,Dead,2010,2016,6,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +69,97,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,97,Alive,Black,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Hypertension without Heart Disease,Black,Female,Dead,2010,2013,3,Dead +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,1,Breast,White,Female,Dead,2010,2015,5,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,15,Breast,White,Male,Dead,2010,2015,5,Dead +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,0,Aortic Aneurysm and Dissection,White,Female,Dead,2010,2010,0,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +79,4,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,22,Alive,White,Male,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,105,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +67,4,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Diabetes Mellitus,White,Female,Dead,2010,2010,0,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,3,Alive,Unknown,Female,Alive,2010,2016,6,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +77,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,3,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +94,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,21,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,116,Borderline,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2012,2,Dead +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,23,Hypertension without Heart Disease,White,Female,Dead,2010,2012,2,Dead +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +82,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,54,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +67,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,86,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,97,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2010,2015,5,Alive +40,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Unknown,19,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Unknown,0,Diseases of Heart,Black,Female,Dead,2010,2014,4,Dead +38,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,72,Negative,11,Breast,White,Female,Dead,2010,2012,2,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,46,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Unknown,0,Alive,White,Female,Alive,2010,2015,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +79,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,20,Cerebrovascular Diseases,White,Female,Dead,2010,2011,1,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,5,Cerebrovascular Diseases,Black,Female,Dead,2010,2013,3,Dead +89,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,48,Negative,2,Ovary,White,Female,Dead,2010,2014,4,Dead +43,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,46,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +81,17,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,75,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Breast,White,Female,Dead,2010,2015,5,Dead +50,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Unknown,23,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,27,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,90,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +82,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,5,Breast,White,Female,Dead,2010,2014,4,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,5,Breast,White,Female,Dead,2010,2013,3,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,110,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2015,5,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,0,Breast,Black,Male,Dead,2010,2011,1,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +29,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,36,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +65,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,3,Breast,White,Female,Dead,2010,2013,3,Dead +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Breast,White,Female,Dead,2010,2015,5,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2015,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,34,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,State DC not available or state DC available but no COD,White,Female,Dead,2010,2016,6,Alive +68,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,36,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,4,Acute Myeloid Leukemia,White,Female,Dead,2010,2015,5,Dead +75,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,15,Lung and Bronchus,Black,Female,Dead,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,1,Lung and Bronchus,White,Female,Dead,2010,2013,3,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Unknown,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2013,3,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,120,Positive,15,Diabetes Mellitus,White,Female,Dead,2010,2012,2,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +60,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,22,Breast,White,Female,Dead,2010,2012,2,Dead +65,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2015,5,Alive +50,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +96,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,1,Septicemia,White,Female,Dead,2010,2015,5,Dead +71,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,14,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,3,Breast,White,Female,Dead,2010,2011,1,Dead +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Negative,7,Breast,White,Female,Dead,2010,2013,3,Dead +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,9,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +27,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Borderline,5,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +38,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +32,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +65,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,95,Breast,White,Female,Dead,2010,2015,5,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,97,Alive,White,Female,Alive,2010,2016,6,Alive +62,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,42,Borderline,22,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,46,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,23,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,78,Unknown,9,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +26,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Breast,White,Female,Dead,2010,2012,2,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Borderline,7,Pneumonia and Influenza,White,Female,Dead,2010,2011,1,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,990,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +54,6,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,80,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +58,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,120,Positive,16,Breast,White,Female,Dead,2010,2015,5,Dead +40,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,24,Alive,White,Female,Alive,2010,2015,5,Alive +46,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Positive,18,Alive,Black,Female,Alive,2010,2016,6,Alive +48,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +70,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +49,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,32,Negative,14,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +63,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,8,Breast,White,Female,Dead,2010,2015,5,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,123,Negative,1,Breast,Black,Female,Dead,2010,2011,1,Dead +35,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,15,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Borderline,17,Breast,Black,Female,Dead,2010,2014,4,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,2,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,26,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,10,Salivary Gland,White,Female,Dead,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +74,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +65,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,17,Breast,White,Female,Dead,2010,2015,5,Dead +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Negative,1,Breast,White,Female,Dead,2010,2013,3,Dead +44,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +73,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Borderline,16,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,42,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +68,8,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,120,Negative,15,Breast,White,Female,Dead,2010,2013,3,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +69,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +78,2,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Positive,17,Other Cause of Death,White,Male,Dead,2010,2013,3,Dead +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Positive,2,Breast,White,Female,Dead,2010,2015,5,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,13,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,41,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +66,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,6,Breast,White,Female,Dead,2010,2014,4,Dead +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,54,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,1,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +49,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,73,Negative,9,Breast,White,Female,Dead,2010,2012,2,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Unknown,4,Breast,White,Female,Dead,2010,2015,5,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,4,Accidents and Adverse Effects,White,Female,Dead,2010,2012,2,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,15,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,98,Breast,White,Female,Dead,2010,2011,1,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,10,Breast,Black,Female,Dead,2010,2013,3,Dead +58,12,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,34,Breast,White,Female,Dead,2010,2013,3,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,Black,Female,Dead,2010,2016,6,Alive +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +68,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,17,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,9,Cerebrovascular Diseases,White,Female,Dead,2010,2012,2,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +37,12,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,17,Breast,White,Female,Dead,2010,2012,2,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +34,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,19,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,66,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,66,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2016,6,Alive +83,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +45,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,3,Breast,Black,Female,Dead,2010,2013,3,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,24,Unknown,9,Breast,White,Female,Dead,2010,2013,3,Dead +39,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,11,Breast,White,Female,Dead,2010,2014,4,Dead +43,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,32,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +53,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,0,Negative,12,Breast,White,Female,Dead,2010,2014,4,Dead +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +74,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +42,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,0,Pneumonia and Influenza,White,Female,Dead,2010,2013,3,Dead +81,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,12,Alive,White,Female,Alive,2010,2015,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +70,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +90,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,32,Negative,1,Pneumonia and Influenza,White,Female,Dead,2010,2015,5,Dead +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,0,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +53,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +33,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,120,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Unknown,0,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,15,Positive,3,Breast,White,Female,Dead,2010,2011,1,Dead +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,44,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,0,Negative,27,Diseases of Heart,Black,Female,Dead,2010,2016,6,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +60,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,33,Unknown,9,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,130,Positive,0,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +63,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +27,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,14,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,54,Positive,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +35,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,18,Breast,White,Female,Dead,2010,2016,6,Alive +58,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +67,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +69,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,103,Negative,12,Breast,Black,Female,Dead,2010,2014,4,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,3,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Unknown,14,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,20,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,9,Unknown,6,Alive,White,Female,Alive,2010,2016,6,Alive +96,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,40,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2012,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2015,5,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +30,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,22,Negative,98,Alive,White,Female,Alive,2010,2015,5,Alive +81,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2012,2,Dead +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Positive,3,Alive,Black,Female,Alive,2010,2016,6,Alive +47,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +72,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,12,Breast,White,Female,Dead,2010,2014,4,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,53,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +70,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +31,3,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Positive,10,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +65,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Positive,26,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +34,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +47,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioisotopes (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,5,3,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,5,Alive,Black,Female,Alive,2010,2016,6,Alive +47,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Borderline,5,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,5,Alive,Black,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +83,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Negative,18,Cerebrovascular Diseases,White,Female,Dead,2010,2011,1,Dead +58,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,2,Unknown,1,State DC not available or state DC available but no COD,White,Female,Dead,2010,2014,4,Dead +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +84,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,98,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +51,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,5,Breast,White,Female,Dead,2010,2012,2,Dead +63,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,26,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +46,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,57,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +55,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,14,Alive,Black,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,100,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +92,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,1,Positive,1,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +67,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Borderline,30,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,240,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,78,Negative,0,Esophagus,White,Female,Dead,2010,2011,1,Dead +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +42,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,5,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +44,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,55,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Positive,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,4,Diabetes Mellitus,White,Female,Dead,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +89,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2010,2013,3,Dead +38,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,994,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +97,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +45,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,800,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +36,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +77,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,14,Ovary,White,Female,Dead,2010,2015,5,Dead +62,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,9,Breast,Black,Female,Dead,2010,2015,5,Dead +82,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,34,Alive,White,Female,Alive,2010,2016,6,Alive +34,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,75,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Lung and Bronchus,White,Female,Dead,2010,2011,1,Dead +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,49,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Borderline,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Positive,96,Alive,White,Female,Alive,2010,2016,6,Alive +47,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,140,Negative,12,Breast,White,Female,Dead,2010,2012,2,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,1,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Positive,1,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2014,3,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +59,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,16,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +69,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,3,Breast,White,Female,Dead,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Positive,7,Alive,Black,Female,Alive,2010,2016,6,Alive +64,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Thyroid,White,Female,Dead,2011,2015,4,Dead +83,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,4,Breast,White,Female,Dead,2011,2012,1,Dead +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,3,Breast,Black,Female,Dead,2011,2014,3,Dead +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,39,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +84,26,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Positive,18,Other Cause of Death,Unknown,Female,Dead,2010,2012,2,Dead +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,16,Breast,White,Female,Dead,2011,2016,5,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +58,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,127,Negative,8,Breast,White,Female,Dead,2011,2016,5,Dead +25,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,5,Breast,White,Female,Dead,2011,2016,5,Dead +42,33,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,33,State DC not available or state DC available but no COD,White,Female,Dead,2011,2013,2,Dead +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,46,Negative,0,Chronic Liver Disease and Cirrhosis,Black,Female,Dead,2011,2011,0,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +38,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,32,Unknown,35,Alive,White,Female,Alive,2010,2016,6,Alive +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Positive,0,Breast,White,Female,Dead,2011,2012,1,Dead +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Borderline,40,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,2,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,33,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,12,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,30,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,5,Thyroid,White,Female,Dead,2010,2012,2,Dead +82,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,0,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,2,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +84,1,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,1,Breast,White,Female,Dead,2011,2011,0,Dead +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,63,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,14,Accidents and Adverse Effects,Black,Female,Dead,2010,2013,3,Dead +53,4,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,17,Lung and Bronchus,White,Female,Dead,2010,2014,4,Dead +81,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,50,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,56,Borderline,8,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,8,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +38,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,16,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,35,Breast,White,Female,Dead,2010,2013,3,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,1,Diabetes Mellitus,White,Female,Dead,2010,2013,3,Dead +74,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Borderline,14,Alive,Black,Female,Alive,2011,2016,5,Alive +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,12,Breast,White,Female,Dead,2010,2012,2,Dead +77,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,3,Breast,White,Female,Dead,2010,2011,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +36,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,10,Breast,White,Female,Dead,2010,2013,3,Dead +79,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,49,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,10,Breast,White,Female,Dead,2011,2015,4,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Corpus Uteri,Black,Female,Dead,2010,2013,3,Dead +80,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +27,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,22,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,26,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2013,2,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Unknown,0,Alive,Black,Female,Alive,2011,2016,5,Alive +53,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,6,Other Cause of Death,Black,Female,Dead,2011,2014,3,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +59,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,24,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,170,Negative,24,Breast,White,Female,Dead,2010,2011,1,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,52,Negative,3,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2016,5,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,35,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Breast,White,Female,Dead,2011,2012,1,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,5,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,2,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,5,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2012,2,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,993,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +55,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +47,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,Unknown,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,31,Accidents and Adverse Effects,White,Female,Dead,2011,2014,3,Dead +72,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +67,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,140,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Unknown,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,Black,Female,Dead,2011,2011,0,Dead +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +52,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,51,Positive,23,Breast,White,Female,Dead,2010,2013,3,Dead +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,1,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,993,Positive,5,Alive,Black,Female,Alive,2010,2016,6,Alive +83,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Melanoma of the Skin,White,Female,Dead,2010,2015,5,Dead +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Borderline,0,Breast,White,Female,Dead,2010,2010,0,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,14,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,38,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,39,Positive,28,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +39,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,95,Breast,Black,Female,Dead,2011,2015,4,Dead +65,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,23,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,65,Positive,9,Breast,White,Female,Dead,2010,2014,4,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +37,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +40,9,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +29,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Positive,95,Negative,6,Breast,White,Female,Dead,2011,2012,1,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,2,Breast,Black,Female,Dead,2011,2016,5,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,24,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +80,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +36,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,8,Breast,White,Female,Dead,2010,2011,1,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Borderline,6,Cerebrovascular Diseases,Black,Female,Dead,2011,2015,4,Dead +86,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,108,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +47,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,46,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,95,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +66,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,36,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,1,Cervix Uteri,White,Female,Dead,2011,2014,3,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,State DC not available or state DC available but no COD,White,Female,Dead,2011,2013,2,Dead +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +58,3,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Negative,50,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,3,Alive,Black,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Breast,White,Female,Dead,2010,2011,1,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,36,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,24,Breast,White,Female,Dead,2011,2013,2,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,21,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,31,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +68,0,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,1,Breast,White,Female,Dead,2010,2015,5,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +62,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +80,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,15,Alive,Unknown,Female,Alive,2011,2016,5,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,1,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +61,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,48,Negative,95,Breast,White,Female,Dead,2011,2016,5,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Non-Hodgkin Lymphoma,White,Female,Dead,2010,2016,6,Alive +59,98,3,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,71,Negative,0,Myeloma,White,Female,Dead,2010,2014,4,Dead +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +32,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +29,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,16,Breast,White,Female,Dead,2010,2013,3,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,16,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Negative,2,Breast,White,Female,Dead,2011,2012,1,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,31,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +65,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +58,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,62,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,41,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,26,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +33,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,42,Negative,1,Alive,Unknown,Female,Alive,2011,2016,5,Alive +41,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Borderline,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Positive,97,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,8,Unknown,0,Alive,Black,Female,Alive,2010,2016,6,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,72,Negative,20,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +39,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +28,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,9,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,29,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,31,Breast,White,Female,Dead,2011,2015,4,Dead +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,1,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,0,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +38,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +91,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,19,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +63,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,66,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Positive,26,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,8,Breast,Black,Female,Dead,2011,2014,3,Dead +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +78,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,10,Breast,White,Female,Dead,2010,2012,2,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Unknown,3,Breast,White,Female,Dead,2010,2015,5,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Unknown,Unknown,4,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +94,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,79,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,13,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,Unknown,Female,Alive,2010,2016,6,Alive +72,9,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Negative,10,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2015,5,Dead +55,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +57,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,44,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +64,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,52,Negative,16,Breast,White,Female,Dead,2010,2013,3,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,110,Negative,14,Breast,White,Female,Dead,2010,2014,4,Dead +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Positive,98,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Borderline,4,Alive,White,Male,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Positive,0,Breast,White,Female,Dead,2011,2014,3,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Other Cause of Death,Black,Female,Dead,2010,2011,1,Dead +63,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,23,Lung and Bronchus,White,Female,Dead,2011,2015,4,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,4,Breast,Black,Female,Dead,2010,2013,3,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Male,Alive,2011,2016,5,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +58,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Negative,9,Hypertension without Heart Disease,White,Female,Dead,2011,2016,5,Dead +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,240,Positive,15,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,75,Negative,11,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2012,1,Dead +70,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,22,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,38,Negative,5,Breast,White,Female,Dead,2011,2012,1,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,62,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Breast,Black,Female,Dead,2011,2011,0,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,56,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +37,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,132,Negative,14,Breast,Black,Female,Dead,2011,2012,1,Dead +66,7,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,17,Negative,7,Breast,Black,Female,Dead,2011,2011,0,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,36,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +72,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Breast,White,Female,Dead,2011,2015,4,Dead +47,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +85,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,56,Unknown,8,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Diseases of Heart,Black,Female,Dead,2011,2016,5,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,15,Breast,White,Female,Dead,2011,2012,1,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +50,9,2,Beam radiation,Yes,Radiation after surgery,Negative,Positive,20,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,3,Diseases of Heart,Black,Female,Dead,2011,2016,5,Dead +50,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +42,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,64,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +36,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,32,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,51,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,38,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +46,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,82,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,46,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,73,Negative,47,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,3,Alive,White,Female,Alive,2010,2015,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +40,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,120,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Borderline,6,Breast,White,Female,Dead,2011,2012,1,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +31,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,25,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,1,Breast,White,Female,Dead,2010,2013,3,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Unknown,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2010,2015,5,Dead +71,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +85,4,1,Beam radiation,No/Unknown,Radiation prior to surgery,Negative,Negative,65,Negative,9,Breast,White,Female,Dead,2011,2011,0,Dead +74,2,1,Beam radiation,Yes,Radiation after surgery,Borderline,Negative,0,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,2,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +38,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,78,Negative,16,Breast,White,Female,Dead,2011,2014,3,Dead +57,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,47,Positive,8,Alive,Black,Female,Alive,2011,2016,5,Alive +50,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,9,Unknown,14,Alive,White,Female,Alive,2010,2016,6,Alive +72,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,17,Breast,White,Female,Dead,2011,2012,1,Dead +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +57,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Lung and Bronchus,White,Female,Dead,2011,2013,2,Dead +81,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +73,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,42,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,43,Negative,43,Breast,White,Female,Dead,2011,2012,1,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +28,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,3,Alive,Black,Male,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,2,Breast,White,Female,Dead,2011,2011,0,Dead +46,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Colon excluding Rectum,White,Female,Dead,2010,2013,3,Dead +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,14,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Borderline,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Positive,22,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,3,Septicemia,Black,Female,Dead,2011,2011,0,Dead +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +66,99,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Positive,4,Breast,White,Female,Dead,2011,2016,5,Dead +32,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,51,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,5,Breast,Black,Female,Dead,2011,2013,2,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Unknown,2,Breast,White,Female,Dead,2011,2013,2,Dead +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,6,Alive,Black,Female,Alive,2011,2016,5,Alive +40,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,3,Ovary,White,Female,Dead,2011,2016,5,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,0,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,14,Alive,Black,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,2,Breast,White,Female,Dead,2011,2011,0,Dead +56,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,99,Alive,White,Female,Alive,2010,2015,5,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +71,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +53,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,51,Positive,12,Breast,White,Female,Dead,2010,2014,4,Dead +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,5,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,0,Stomach and Duodenal Ulcers,White,Female,Dead,2011,2012,1,Dead +84,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +48,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,18,Breast,White,Female,Dead,2011,2015,4,Dead +76,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,Unknown,Female,Alive,2011,2016,5,Alive +58,27,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,75,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,31,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,3,Breast,White,Female,Dead,2011,2014,3,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,80,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,52,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +28,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,10,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Unknown,1,Alive,Unknown,Female,Alive,2011,2016,5,Alive +44,3,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,999,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +90,6,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,85,Negative,9,Breast,White,Female,Dead,2011,2014,3,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +48,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,8,Breast,White,Female,Dead,2011,2013,2,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,1,Breast,Black,Female,Dead,2011,2012,1,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Borderline,4,Other Cause of Death,Black,Female,Dead,2011,2016,5,Dead +43,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,12,Breast,White,Female,Dead,2011,2014,3,Dead +47,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,Unknown,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Unknown,7,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +91,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Cerebrovascular Diseases,White,Female,Dead,2010,2011,1,Dead +78,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2012,1,Dead +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,6,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,75,Negative,7,Breast,White,Female,Dead,2011,2014,3,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2016,5,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,9,Breast,White,Female,Dead,2011,2013,2,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Unknown,3,Alive,Black,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +38,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +39,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,57,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +67,6,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,37,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +83,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,72,Negative,32,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Diseases of Heart,Black,Female,Dead,2011,2012,1,Dead +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,992,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +77,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,9,Alive,Unknown,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Alive,White,Male,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,34,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2011,0,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +29,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Alive,Black,Male,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +55,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +65,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,6,Breast,Black,Female,Dead,2011,2016,5,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,15,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,29,Breast,Black,Female,Dead,2011,2012,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +73,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,4,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +60,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +57,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,44,Negative,29,Breast,White,Female,Dead,2011,2014,3,Dead +67,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,24,Alive,White,Female,Alive,2011,2016,5,Alive +65,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,18,Breast,White,Female,Dead,2011,2015,4,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +43,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Borderline,10,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,6,Unknown,4,Alive,Black,Female,Alive,2011,2016,5,Alive +70,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,7,Breast,White,Female,Dead,2011,2015,4,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Male,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,38,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,2,Breast,White,Female,Dead,2011,2016,5,Dead +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,1,Septicemia,White,Female,Dead,2011,2012,1,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Borderline,7,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +74,98,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Negative,26,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2011,2014,3,Dead +84,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2011,2011,0,Dead +55,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +41,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Borderline,1,Alive,Black,Female,Alive,2011,2016,5,Alive +54,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +64,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +75,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,5,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +58,15,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,63,Negative,15,Breast,Black,Female,Dead,2011,2012,1,Dead +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,10,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2011,2016,5,Dead +63,18,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +35,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +36,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +78,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Other Cause of Death,Black,Female,Dead,2011,2012,1,Dead +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,3,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,0,Diseases of Heart,White,Male,Dead,2011,2014,3,Dead +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +44,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +62,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +81,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,7,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,95,Negative,12,Other Cause of Death,Black,Female,Dead,2011,2015,4,Dead +55,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Positive,13,Alive,Black,Female,Alive,2011,2016,5,Alive +56,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,68,Negative,11,Breast,Black,Female,Dead,2011,2012,1,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Unknown,0,Breast,Unknown,Female,Dead,2011,2012,1,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +28,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Positive,16,Diseases of Heart,Black,Female,Dead,2011,2016,5,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,20,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,33,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,45,Unknown,0,Breast,Black,Female,Dead,2010,2011,1,Dead +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,5,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Unknown,1,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +47,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Unknown,16,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,80,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +49,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Pneumonia and Influenza,White,Female,Dead,2011,2016,5,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,10,Breast,White,Female,Dead,2011,2016,5,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Unknown,95,Breast,White,Female,Dead,2011,2016,5,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +29,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,54,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,43,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +32,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +58,8,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +87,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,1,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +93,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +82,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,7,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,96,Breast,White,Female,Dead,2011,2012,1,Dead +41,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,3,Negative,14,Breast,Black,Female,Dead,2011,2016,5,Dead +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +87,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,8,Breast,White,Female,Dead,2011,2016,5,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +93,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,63,Positive,0,Brain and Other Nervous System,White,Female,Dead,2011,2011,0,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,95,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,17,Breast,Black,Female,Dead,2011,2013,2,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,2,1,Beam radiation,Yes,Radiation before and after surgery,Negative,Negative,30,Negative,5,Breast,White,Female,Dead,2011,2013,2,Dead +79,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +56,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +29,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +92,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +81,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Positive,9,Alive,Black,Female,Alive,2011,2016,5,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,37,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +76,5,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,6,Acute Myeloid Leukemia,White,Female,Dead,2011,2016,5,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +92,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Borderline,5,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,2,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,4,Breast,White,Female,Dead,2011,2014,3,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +91,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,35,Negative,18,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,1,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,44,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +27,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,95,Alive,Unknown,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Unknown,0,Breast,White,Female,Dead,2010,2014,4,Dead +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +57,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,170,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +41,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +73,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,95,Alive,Black,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +42,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,16,Breast,White,Female,Dead,2011,2014,3,Dead +37,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +62,13,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,8,Breast,Black,Female,Dead,2011,2015,4,Dead +83,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,13,Diseases of Heart,Black,Female,Dead,2011,2014,3,Dead +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,16,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +83,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,40,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2011,2014,3,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,2,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +51,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,44,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +55,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Positive,5,Breast,White,Female,Dead,2011,2014,3,Dead +49,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +36,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,33,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Lung and Bronchus,White,Female,Dead,2011,2015,4,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,90,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,58,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,89,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +55,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2011,2012,1,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,3,Alive,Unknown,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,1,Alive,Black,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,13,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,22,Alive,Black,Male,Alive,2011,2016,5,Alive +55,22,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,52,Negative,23,Breast,Black,Female,Dead,2011,2012,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,0,Breast,White,Female,Dead,2011,2012,1,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2014,3,Dead +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,66,Negative,2,Breast,White,Female,Dead,2011,2015,4,Dead +72,6,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Positive,35,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +63,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,22,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,130,Negative,22,Breast,White,Female,Dead,2011,2013,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +82,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +97,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,42,Positive,8,Alive,Black,Female,Alive,2011,2016,5,Alive +72,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,6,Lung and Bronchus,Black,Female,Dead,2011,2016,5,Dead +69,31,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,66,Negative,31,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,54,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,Radioisotopes (1988+),No/Unknown,Intraoperative rad with other rad before/after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,24,Positive,6,Miscellaneous Malignant Cancer,Black,Female,Dead,2011,2012,1,Dead +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,17,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +92,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,11,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2011,2013,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,65,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,999,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2016,5,Dead +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +60,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +47,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Intraoperative rad with other rad before/after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,0,Positive,30,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Radioisotopes (1988+),No/Unknown,Intraoperative rad with other rad before/after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,220,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +38,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,10,Breast,White,Female,Dead,2011,2014,3,Dead +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,14,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +61,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,65,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Ovary,White,Female,Dead,2011,2014,3,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +37,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Negative,5,Breast,White,Female,Dead,2011,2013,2,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +56,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,6,Breast,White,Female,Dead,2011,2014,3,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +94,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,6,Breast,White,Female,Dead,2011,2014,3,Dead +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +67,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +44,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Breast,Black,Male,Dead,2011,2015,4,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Positive,15,Breast,White,Female,Dead,2011,2015,4,Dead +47,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +42,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Breast,Black,Male,Dead,2011,2015,4,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,1,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,1,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +71,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +54,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,22,Negative,0,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,48,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,2,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Intraoperative rad with other rad before/after surgery,Positive,Positive,9,Positive,7,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2013,3,Dead +45,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +42,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Unknown,0,Alive,Black,Female,Alive,2011,2016,5,Alive +58,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Intraoperative rad with other rad before/after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,0,Pneumonia and Influenza,White,Female,Dead,2011,2012,1,Dead +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Non-Hodgkin Lymphoma,White,Female,Dead,2011,2015,4,Dead +62,0,1,Radioisotopes (1988+),No/Unknown,Intraoperative rad with other rad before/after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Intraoperative radiation,Positive,Negative,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,99,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,150,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,13,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,9,Unknown,1,Alive,Black,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,17,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,42,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,2,Breast,White,Female,Dead,2011,2014,3,Dead +68,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,66,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,995,Negative,3,Breast,White,Female,Dead,2010,2013,3,Dead +88,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2011,2015,4,Dead +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,45,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Negative,0,Breast,Black,Female,Dead,2011,2016,5,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +62,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,23,Breast,White,Female,Dead,2011,2015,4,Dead +47,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +37,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,80,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,73,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,54,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +71,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,21,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +70,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,0,Pneumonia and Influenza,White,Female,Dead,2011,2016,5,Dead +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,9,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2016,5,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,18,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +40,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +35,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Intraoperative radiation,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,95,Breast,White,Female,Dead,2011,2013,2,Dead +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,Unknown,Female,Alive,2011,2016,5,Alive +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,19,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2011,2011,0,Dead +68,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,34,Alive,White,Female,Alive,2011,2016,5,Alive +38,95,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,95,Breast,Black,Female,Dead,2011,2016,5,Dead +60,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,55,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,22,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,90,Negative,44,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,1,Alive,White,Male,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,24,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,52,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +39,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,5,Breast,White,Female,Dead,2011,2016,5,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +63,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +56,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,13,Unknown,0,Breast,Black,Female,Dead,2011,2011,0,Dead +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,3,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,Unknown,Female,Alive,2011,2016,5,Alive +52,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +50,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,46,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Intraoperative rad with other rad before/after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,19,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,46,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +73,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +70,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,15,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2014,3,Dead +30,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +78,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +67,99,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,Black,Female,Alive,2010,2015,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,1,Alive,Unknown,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,6,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +89,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2014,3,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,42,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +56,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,85,Negative,3,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +55,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +41,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,4,Breast,Black,Female,Dead,2011,2012,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,3,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,9,Negative,95,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +75,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Lung and Bronchus,White,Female,Dead,2011,2014,3,Dead +36,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +77,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,3,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Positive,0,Non-Hodgkin Lymphoma,White,Female,Dead,2011,2015,4,Dead +91,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Diseases of Heart,Black,Female,Dead,2011,2013,2,Dead +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Positive,3,Alive,White,Male,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2016,5,Dead +88,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Pancreas,White,Female,Dead,2011,2014,3,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,15,Unknown,10,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2011,2016,5,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,1,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Positive,10,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,22,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,68,Negative,24,Breast,White,Female,Dead,2011,2015,4,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Breast,White,Female,Dead,2011,2014,3,Dead +36,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,6,Alive,Unknown,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,5,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +63,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,99,Breast,White,Female,Dead,2010,2013,3,Dead +42,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,2,Alive,Unknown,Female,Alive,2011,2016,5,Alive +49,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,6,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Positive,2,Cerebrovascular Diseases,White,Female,Dead,2011,2014,3,Dead +57,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,Unknown,Female,Alive,2011,2016,5,Alive +65,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,10,Breast,White,Female,Dead,2011,2012,1,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,98,Other Cause of Death,Black,Female,Dead,2011,2014,3,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +32,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,105,Negative,6,Breast,Black,Female,Dead,2011,2013,2,Dead +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +31,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +36,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,21,Breast,White,Female,Dead,2011,2015,4,Dead +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +35,17,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +84,16,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,64,Negative,21,Breast,Black,Female,Dead,2011,2013,2,Dead +47,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Borderline,25,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +75,8,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,30,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,3,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2011,2013,2,Dead +63,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,7,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,120,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +79,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,17,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +54,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,22,Breast,White,Female,Dead,2011,2013,2,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,Unknown,Female,Alive,2011,2016,5,Alive +36,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2013,2,Dead +46,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,8,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Unknown,0,Breast,White,Female,Dead,2011,2013,2,Dead +58,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Positive,34,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,5,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +56,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Hypertension without Heart Disease,White,Female,Dead,2011,2016,5,Dead +52,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Positive,16,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +39,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,1,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Breast,White,Female,Dead,2010,2012,2,Dead +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,99,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,Black,Female,Dead,2011,2013,2,Dead +65,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +37,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +69,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +58,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Intraoperative rad with other rad before/after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,8,Alive,White,Male,Alive,2011,2016,5,Alive +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,76,Positive,0,Breast,White,Female,Dead,2011,2014,3,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2011,2013,2,Dead +44,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,12,Accidents and Adverse Effects,White,Female,Dead,2013,2014,1,Dead +44,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Positive,1,Breast,White,Female,Dead,2011,2014,3,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,27,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Negative,3,Breast,White,Female,Dead,2011,2012,1,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Borderline,7,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +59,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,12,Breast,White,Female,Dead,2011,2013,2,Dead +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +44,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +32,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,990,Unknown,0,Breast,White,Female,Dead,2011,2015,4,Dead +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative rad with other rad before/after surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,53,Negative,13,Other Cause of Death,Black,Female,Dead,2011,2014,3,Dead +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,1,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,46,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +69,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,2,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,21,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,28,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +78,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,7,Alive,Black,Male,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +68,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Borderline,0,Hypertension without Heart Disease,White,Male,Dead,2011,2013,2,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +48,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +50,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,32,Negative,1,Breast,White,Female,Dead,2011,2012,1,Dead +59,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +62,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,100,Unknown,99,Breast,White,Female,Dead,2011,2012,1,Dead +82,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +39,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,36,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +37,99,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,99,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,5,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +41,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +60,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,4,Breast,White,Female,Dead,2011,2013,2,Dead +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,4,Alive,Unknown,Female,Alive,2011,2016,5,Alive +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2016,5,Dead +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +81,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,990,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +51,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +45,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,13,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,14,Breast,White,Female,Dead,2011,2013,2,Dead +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,44,Negative,0,Breast,Black,Female,Dead,2011,2011,0,Dead +77,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +86,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,18,Diseases of Heart,Black,Female,Dead,2011,2015,4,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,31,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +92,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,14,Negative,99,Breast,White,Female,Dead,2011,2012,1,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +62,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,17,Alive,Unknown,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +92,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,97,Alive,White,Female,Alive,2011,2016,5,Alive +91,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,State DC not available or state DC available but no COD,White,Female,Dead,2011,2014,3,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,15,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,1,Pneumonia and Influenza,Black,Female,Dead,2011,2016,5,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,45,Negative,17,Breast,White,Female,Dead,2011,2015,4,Dead +60,19,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,130,Negative,20,Breast,Black,Female,Dead,2011,2013,2,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,5,Alive,Unknown,Female,Alive,2011,2016,5,Alive +73,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +73,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,42,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +63,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +31,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Positive,19,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +34,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +80,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,998,Negative,7,Breast,White,Female,Dead,2011,2012,1,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Borderline,4,Diabetes Mellitus,White,Female,Dead,2011,2016,5,Dead +73,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,58,Negative,17,Breast,White,Female,Dead,2011,2015,4,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,No/Unknown,Intraoperative rad with other rad before/after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,78,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +45,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,21,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,55,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,12,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,95,Borderline,15,Breast,White,Female,Dead,2011,2012,1,Dead +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +47,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Positive,25,Colon excluding Rectum,Black,Female,Dead,2012,2016,4,Dead +50,14,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,21,Breast,White,Female,Dead,2012,2014,2,Dead +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Lung and Bronchus,White,Female,Dead,2012,2012,0,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,3,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,2,Other Acute Leukemia,White,Female,Dead,2011,2013,2,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,100,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Breast,Black,Female,Dead,2012,2014,2,Dead +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +91,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +20,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,75,Negative,16,Breast,Black,Female,Dead,2011,2014,3,Dead +72,5,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,30,Unknown,8,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +87,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,7,Pneumonia and Influenza,White,Female,Dead,2012,2014,2,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Diseases of Heart,Black,Female,Dead,2012,2015,3,Dead +54,0,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,1,Breast,White,Female,Dead,2012,2013,1,Dead +64,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,39,Negative,8,Breast,White,Female,Dead,2012,2016,4,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,64,Negative,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +62,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,15,Breast,White,Female,Dead,2011,2015,4,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,0,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,Black,Female,Dead,2011,2012,1,Dead +83,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,17,Breast,White,Female,Dead,2012,2013,1,Dead +35,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Positive,24,Breast,White,Female,Dead,2012,2015,3,Dead +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,0,Cerebrovascular Diseases,Black,Female,Dead,2012,2015,3,Dead +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Negative,50,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,99,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2011,2012,1,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,998,Borderline,0,Breast,White,Female,Dead,2011,2014,3,Dead +65,0,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Negative,998,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +59,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,99,Breast,White,Female,Dead,2011,2013,2,Dead +64,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,95,Negative,6,Alive,Unknown,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +57,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,Black,Female,Dead,2012,2014,2,Dead +63,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,95,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Kidney and Renal Pelvis,White,Female,Dead,2012,2015,3,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +54,11,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,35,Negative,5,Breast,White,Female,Dead,2012,2016,4,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,120,Positive,13,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,2,Breast,White,Female,Dead,2012,2016,4,Dead +57,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,52,Negative,14,Breast,White,Female,Dead,2012,2015,3,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,6,Alive,White,Male,Alive,2011,2016,5,Alive +79,8,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,27,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,Unknown,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,5,Breast,White,Female,Dead,2011,2012,1,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +86,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,6,Breast,White,Female,Dead,2011,2012,1,Dead +54,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,14,Positive,5,Alive,Unknown,Female,Alive,2011,2016,5,Alive +35,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,43,Negative,14,Breast,White,Female,Dead,2012,2015,3,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,81,Negative,0,Lung and Bronchus,Black,Female,Dead,2012,2012,0,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2012,2013,1,Dead +45,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +62,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,18,Breast,White,Female,Dead,2012,2016,4,Dead +39,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Positive,17,Breast,Black,Female,Dead,2012,2014,2,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2016,4,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +92,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,12,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,36,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +61,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +36,97,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,27,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +47,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +39,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,70,Negative,5,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,3,Hypertension without Heart Disease,Black,Female,Dead,2012,2016,4,Dead +56,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,9,Breast,White,Female,Dead,2012,2013,1,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,10,Breast,White,Female,Dead,2012,2014,2,Dead +60,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,41,Positive,1,Breast,White,Female,Dead,2012,2014,2,Dead +66,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Lung and Bronchus,White,Female,Dead,2012,2014,2,Dead +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Lung and Bronchus,White,Female,Dead,2012,2015,3,Dead +62,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +48,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,17,Breast,White,Female,Dead,2012,2012,0,Dead +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,36,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +38,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,998,Unknown,0,Breast,White,Female,Dead,2012,2014,2,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +53,17,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,57,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,12,Breast,Black,Female,Dead,2012,2016,4,Dead +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +87,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,95,Breast,Black,Male,Dead,2012,2013,1,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +85,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,8,Colon excluding Rectum,White,Female,Dead,2011,2013,2,Dead +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2012,2014,2,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Positive,3,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,56,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +62,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,4,Breast,Black,Female,Dead,2012,2014,2,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,69,Negative,22,Breast,Black,Female,Dead,2012,2015,3,Dead +46,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,10,Breast,White,Male,Dead,2012,2014,2,Dead +68,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +89,98,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,5,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +36,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,55,Positive,0,State DC not available or state DC available but no COD,Black,Female,Dead,2012,2014,2,Dead +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Diabetes Mellitus,White,Female,Dead,2012,2013,1,Dead +65,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Breast,Black,Female,Dead,2012,2012,0,Dead +31,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,11,Breast,White,Female,Dead,2012,2013,1,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +67,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,State DC not available or state DC available but no COD,Black,Female,Dead,2011,2011,0,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,Black,Female,Dead,2011,2015,4,Dead +66,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,95,Breast,Black,Female,Dead,2012,2016,4,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2012,2015,3,Dead +47,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,119,Positive,15,Breast,White,Female,Dead,2012,2014,2,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,59,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +73,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,65,Negative,14,Breast,Black,Female,Dead,2012,2014,2,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,4,Lung and Bronchus,Black,Female,Dead,2012,2013,1,Dead +45,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Positive,23,Breast,White,Female,Dead,2012,2014,2,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2012,1,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,24,Negative,3,Breast,White,Female,Dead,2012,2013,1,Dead +88,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,4,Breast,White,Female,Dead,2012,2015,3,Dead +87,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Positive,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2014,2,Dead +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Positive,0,Breast,White,Female,Dead,2011,2013,2,Dead +84,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,15,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Breast,White,Female,Dead,2012,2015,3,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,200,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +51,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,998,Negative,10,Breast,White,Female,Dead,2012,2015,3,Dead +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2012,2012,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +86,5,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,34,Negative,9,Breast,White,Female,Dead,2012,2013,1,Dead +65,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2013,1,Dead +68,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,99,Negative,18,Breast,Black,Female,Dead,2012,2012,0,Dead +93,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2012,0,Dead +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,14,Breast,White,Female,Dead,2012,2014,2,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +52,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +79,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,0,Ovary,White,Female,Dead,2012,2014,2,Dead +81,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +52,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,140,Negative,8,Breast,White,Female,Dead,2012,2015,3,Dead +67,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,12,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2014,2,Dead +52,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,21,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +69,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,2,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +40,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,990,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +25,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,14,Alive,Unknown,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Alive,Black,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,1,Breast,White,Female,Dead,2012,2015,3,Dead +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +77,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,0,Ovary,White,Female,Dead,2012,2016,4,Dead +81,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,100,Negative,11,Breast,White,Female,Dead,2012,2015,3,Dead +69,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,76,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +83,0,1,Beam radiation,No/Unknown,Intraoperative rad with other rad before/after surgery,Positive,Positive,15,Negative,2,State DC not available or state DC available but no COD,White,Female,Dead,2012,2015,3,Dead +43,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +76,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,22,Breast,White,Female,Dead,2012,2014,2,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,0,Diseases of Heart,Black,Female,Dead,2012,2015,3,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,132,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,14,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,65,Negative,14,Breast,White,Female,Dead,2012,2013,1,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,12,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,80,Positive,29,Acute Myeloid Leukemia,White,Female,Dead,2012,2014,2,Dead +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Other Cause of Death,White,Male,Dead,2012,2014,2,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,8,Unknown,0,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2012,2014,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,7,Unknown,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2013,1,Dead +59,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,0,Lung and Bronchus,White,Female,Dead,2012,2015,3,Dead +42,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,20,Borderline,15,Breast,Black,Female,Dead,2012,2016,4,Dead +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +78,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +80,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,95,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,1,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +48,1,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +61,2,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,30,Unknown,4,Breast,White,Female,Dead,2012,2016,4,Dead +84,99,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,999,Unknown,99,Diabetes Mellitus,White,Female,Dead,2012,2016,4,Dead +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,4,Lung and Bronchus,White,Female,Dead,2012,2016,4,Dead +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Unknown,6,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Pancreas,White,Female,Dead,2012,2012,0,Dead +55,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,0,Lung and Bronchus,Black,Female,Dead,2012,2013,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2013,1,Dead +59,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,11,Breast,Black,Female,Dead,2012,2015,3,Dead +54,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,62,Negative,15,Breast,White,Female,Dead,2012,2016,4,Dead +47,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,24,Breast,Black,Female,Dead,2012,2015,3,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +70,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Myeloma,White,Female,Dead,2011,2012,1,Dead +83,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,3,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2014,2,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2012,2,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Other Cause of Death,White,Male,Dead,2012,2013,1,Dead +94,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +52,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +83,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,9,Diabetes Mellitus,White,Female,Dead,2012,2013,1,Dead +93,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,17,Breast,White,Female,Dead,2012,2013,1,Dead +44,98,3,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +56,65,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,65,Breast,White,Female,Dead,2012,2015,3,Dead +76,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +29,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,4,Breast,White,Female,Dead,2012,2014,2,Dead +62,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,19,Breast,Black,Female,Dead,2012,2016,4,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,10,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2011,2011,0,Dead +84,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,5,Lung and Bronchus,White,Female,Dead,2012,2015,3,Dead +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,10,Liver,White,Male,Dead,2012,2013,1,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,85,Unknown,0,Alive,Unknown,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Ovary,Black,Female,Dead,2012,2016,4,Dead +53,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Negative,10,Breast,Black,Female,Dead,2012,2016,4,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Breast,White,Female,Dead,2012,2016,4,Dead +72,14,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,15,Breast,Black,Female,Dead,2012,2013,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,38,Negative,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +57,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,17,State DC not available or state DC available but no COD,White,Female,Dead,2012,2015,3,Dead +67,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,9,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Accidents and Adverse Effects,Black,Female,Dead,2012,2013,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,3,Breast,White,Female,Dead,2012,2014,2,Dead +68,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Hypertension without Heart Disease,White,Female,Dead,2012,2016,4,Dead +33,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +75,12,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,14,Breast,White,Female,Dead,2012,2015,3,Dead +46,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +80,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,42,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Breast,White,Female,Dead,2012,2016,4,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,0,Other Cause of Death,Black,Female,Dead,2012,2012,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,66,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,2,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,77,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +31,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Lung and Bronchus,White,Female,Dead,2012,2015,3,Dead +60,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +75,97,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,98,Breast,White,Female,Dead,2012,2016,4,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,69,Borderline,0,Breast,Black,Female,Dead,2012,2012,0,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +94,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,State DC not available or state DC available but no COD,White,Female,Dead,2012,2015,3,Dead +66,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Breast,Black,Female,Dead,2012,2015,3,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,8,Breast,White,Female,Dead,2012,2013,1,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,4,Breast,White,Female,Dead,2012,2013,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +70,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,1,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +69,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,69,Negative,95,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2012,2014,2,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,3,Breast,Black,Female,Dead,2012,2015,3,Dead +73,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,18,Breast,White,Female,Dead,2012,2013,1,Dead +69,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +38,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,20,Breast,White,Female,Dead,2012,2016,4,Dead +46,0,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Negative,22,Positive,95,Breast,White,Female,Dead,2012,2016,4,Dead +61,33,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,37,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +78,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,62,Negative,8,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2014,2,Dead +81,2,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,24,Negative,2,Breast,White,Female,Dead,2012,2012,0,Dead +82,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,22,Negative,3,Pancreas,White,Female,Dead,2012,2015,3,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,75,Negative,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +56,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,150,Negative,13,Breast,White,Female,Dead,2012,2016,4,Dead +34,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,1,Breast,White,Female,Dead,2012,2015,3,Dead +73,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,16,Negative,0,Diabetes Mellitus,Black,Female,Dead,2012,2014,2,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +64,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Other Cause of Death,Black,Female,Dead,2012,2015,3,Dead +53,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,4,Breast,White,Female,Dead,2012,2016,4,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,2,Colon excluding Rectum,White,Female,Dead,2012,2016,4,Dead +40,4,1,Beam radiation,Yes,Radiation before and after surgery,Negative,Negative,70,Negative,17,Breast,White,Female,Dead,2012,2014,2,Dead +64,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,0,Unknown,95,Breast,White,Female,Dead,2012,2015,3,Dead +75,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Positive,95,Breast,White,Female,Dead,2012,2015,3,Dead +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,90,Negative,13,Breast,White,Female,Dead,2012,2013,1,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,1,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +72,15,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,18,Breast,White,Female,Dead,2012,2016,4,Dead +53,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2015,3,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Breast,White,Female,Dead,2012,2014,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,120,Positive,0,Breast,Black,Female,Dead,2012,2016,4,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +68,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,5,Breast,White,Female,Dead,2012,2015,3,Dead +42,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,13,Breast,White,Female,Dead,2012,2013,1,Dead +52,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Positive,95,Breast,White,Female,Dead,2012,2015,3,Dead +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,4,Breast,White,Female,Dead,2012,2016,4,Dead +76,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,41,Negative,8,Hypertension without Heart Disease,Black,Female,Dead,2012,2013,1,Dead +80,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2013,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2014,2,Dead +44,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,1,Breast,White,Female,Dead,2012,2016,4,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +53,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Septicemia,White,Female,Dead,2012,2015,3,Dead +34,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +37,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,1,Breast,White,Female,Dead,2012,2014,2,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,7,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2015,3,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,140,Negative,5,Breast,White,Female,Dead,2012,2015,3,Dead +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,23,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,2,Breast,White,Female,Dead,2012,2013,1,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,70,Positive,0,Breast,Black,Female,Dead,2012,2013,1,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Positive,0,Breast,White,Female,Dead,2013,2013,0,Dead +33,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,5,Breast,Black,Female,Dead,2013,2016,3,Dead +70,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,95,Accidents and Adverse Effects,White,Female,Dead,2012,2015,3,Dead +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,1,Breast,White,Female,Dead,2012,2016,4,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,18,Breast,White,Female,Dead,2013,2014,1,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,85,Negative,2,Breast,Black,Female,Dead,2013,2016,3,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,0,Breast,White,Female,Dead,2013,2013,0,Dead +51,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,20,Breast,White,Female,Dead,2013,2014,1,Dead +84,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Negative,58,Negative,20,Breast,White,Female,Dead,2013,2016,3,Dead +42,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,19,Breast,White,Female,Dead,2012,2015,3,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2014,2,Dead +61,95,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Positive,95,Breast,White,Female,Dead,2013,2015,2,Dead +63,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,0,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2013,2014,1,Dead +86,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,5,Breast,White,Female,Dead,2012,2014,2,Dead +49,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +74,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,15,Breast,White,Female,Dead,2013,2015,2,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Other Cause of Death,White,Male,Dead,2013,2014,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Breast,Black,Female,Dead,2013,2014,1,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +69,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Unknown,0,Breast,White,Female,Dead,2013,2016,3,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,95,Breast,White,Female,Dead,2013,2015,2,Dead +97,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Pneumonia and Influenza,White,Female,Dead,2013,2015,2,Dead +61,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +84,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,95,Colon excluding Rectum,Black,Female,Dead,2013,2016,3,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Breast,White,Female,Dead,2013,2014,1,Dead +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Lung and Bronchus,White,Female,Dead,2013,2015,2,Dead +65,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,55,Unknown,0,Brain and Other Nervous System,White,Female,Dead,2013,2014,1,Dead +59,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,6,Breast,White,Female,Dead,2013,2014,1,Dead +57,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,80,Negative,17,Breast,White,Female,Dead,2012,2014,2,Dead +61,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,10,Breast,White,Female,Dead,2013,2015,2,Dead +91,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +65,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Colon excluding Rectum,White,Female,Dead,2013,2015,2,Dead +54,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,25,Breast,White,Female,Dead,2013,2015,2,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Other Cause of Death,Black,Female,Dead,2013,2014,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +67,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,29,Breast,White,Female,Dead,2013,2013,0,Dead +55,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2011,2011,0,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,3,Breast,Black,Female,Dead,2013,2016,3,Dead +89,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,16,Negative,2,Breast,White,Female,Dead,2013,2014,1,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,23,Diabetes Mellitus,White,Female,Dead,2013,2013,0,Dead +91,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Chronic Lymphocytic Leukemia,White,Female,Dead,2013,2016,3,Dead +70,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,95,Breast,White,Female,Dead,2013,2013,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,0,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,995,Negative,2,Breast,White,Female,Dead,2012,2015,3,Dead +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,10,Positive,0,Breast,White,Female,Dead,2013,2015,2,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,6,Breast,Black,Female,Dead,2013,2016,3,Dead +63,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,16,Cerebrovascular Diseases,Black,Female,Dead,2013,2014,1,Dead +40,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,Black,Female,Dead,2013,2015,2,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2012,2013,1,Dead +89,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,11,Breast,White,Female,Dead,2011,2012,1,Dead +69,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,10,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Male,Dead,2012,2016,4,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,52,Negative,6,Breast,White,Female,Dead,2013,2016,3,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +99,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,11,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,1,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,32,Unknown,0,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +84,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2013,2016,3,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2014,1,Dead +89,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,153,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +66,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Breast,White,Female,Dead,2013,2015,2,Dead +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,3,Breast,White,Female,Dead,2013,2016,3,Dead +89,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Diabetes Mellitus,White,Female,Dead,2013,2014,1,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,53,Borderline,0,State DC not available or state DC available but no COD,White,Female,Dead,2013,2015,2,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,0,Breast,White,Female,Dead,2013,2015,2,Dead +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,11,Breast,White,Female,Dead,2013,2015,2,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,73,Negative,0,Breast,Black,Female,Dead,2013,2013,0,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,14,Accidents and Adverse Effects,White,Female,Dead,2012,2015,3,Dead +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Breast,White,Female,Dead,2013,2015,2,Dead +75,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Borderline,95,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2015,2,Dead +45,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,12,State DC not available or state DC available but no COD,White,Female,Dead,2013,2014,1,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2013,1,Dead +32,20,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,110,Negative,20,Breast,White,Female,Dead,2013,2014,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +42,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,101,Negative,8,Breast,White,Female,Dead,2013,2014,1,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,1,Unknown,4,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2013,2015,2,Dead +48,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Positive,12,Breast,White,Female,Dead,2013,2014,1,Dead +90,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,140,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +76,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,993,Positive,98,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,3,Breast,White,Female,Dead,2013,2013,0,Dead +29,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,998,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +45,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,160,Negative,95,Accidents and Adverse Effects,White,Female,Dead,2013,2013,0,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,120,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2013,2015,2,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Positive,1,Breast,White,Female,Dead,2013,2016,3,Dead +56,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,46,Negative,4,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,26,Borderline,1,Breast,White,Female,Dead,2013,2016,3,Dead +74,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,150,Negative,13,Breast,White,Female,Dead,2013,2015,2,Dead +78,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +82,1,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Lung and Bronchus,White,Female,Dead,2013,2014,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,0,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2013,2014,1,Dead +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,3,Breast,White,Female,Dead,2013,2014,1,Dead +56,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,11,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +57,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,95,Breast,White,Female,Dead,2013,2015,2,Dead +44,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,160,Negative,95,Breast,Black,Female,Dead,2013,2015,2,Dead +80,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Breast,White,Female,Dead,2013,2015,2,Dead +67,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,140,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Pneumonia and Influenza,White,Female,Dead,2013,2016,3,Dead +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,2,Positive,2,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,57,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,39,Positive,1,Breast,White,Female,Dead,2013,2015,2,Dead +56,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,38,Negative,23,Breast,White,Female,Dead,2013,2016,3,Dead +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,2,Suicide and Self-Inflicted Injury,White,Female,Dead,2013,2014,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +93,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +78,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,61,Positive,0,Breast,White,Female,Dead,2013,2014,1,Dead +93,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,1,Breast,White,Female,Dead,2013,2014,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,Black,Female,Dead,2013,2013,0,Dead +72,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +50,12,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,17,Breast,Black,Female,Dead,2013,2014,1,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,12,Cerebrovascular Diseases,White,Female,Dead,2013,2016,3,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2016,3,Dead +61,16,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,48,Negative,16,Breast,Black,Female,Dead,2013,2014,1,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +48,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,6,Breast,White,Female,Dead,2013,2015,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,28,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +55,1,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,0,Positive,1,Breast,White,Female,Dead,2013,2013,0,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2014,1,Dead +86,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2013,2013,0,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,29,Positive,1,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +50,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,21,Breast,White,Female,Dead,2013,2016,3,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,8,Hypertension without Heart Disease,White,Female,Dead,2013,2016,3,Dead +65,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,190,Negative,97,Breast,White,Female,Dead,2013,2016,3,Dead +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,6,Breast,White,Female,Dead,2013,2014,1,Dead +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Breast,White,Female,Dead,2013,2015,2,Dead +85,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Positive,13,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,68,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +76,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2016,3,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,3,Diseases of Heart,Black,Female,Dead,2013,2013,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,36,Negative,0,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2013,2014,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,80,Negative,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +53,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,3,Breast,White,Female,Dead,2013,2015,2,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +39,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,20,Breast,Black,Female,Dead,2013,2015,2,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,1,Breast,White,Female,Dead,2012,2015,3,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +68,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,16,Breast,White,Female,Dead,2013,2014,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,21,Unknown,2,Colon excluding Rectum,White,Female,Dead,2013,2015,2,Dead +86,8,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,55,Negative,8,Breast,White,Female,Dead,2013,2014,1,Dead +62,95,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,150,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2014,2,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,6,Breast,White,Female,Dead,2013,2016,3,Dead +93,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Positive,8,Breast,White,Female,Dead,2013,2014,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,88,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2013,2014,1,Dead +93,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +94,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,95,Urinary Bladder,White,Female,Dead,2013,2016,3,Dead +74,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Breast,White,Female,Dead,2013,2015,2,Dead +50,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Breast,Black,Female,Dead,2013,2016,3,Dead +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,200,Unknown,0,Breast,White,Male,Dead,2013,2014,1,Dead +46,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,63,Positive,95,Breast,White,Female,Dead,2013,2014,1,Dead +49,12,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,20,Breast,Black,Female,Dead,2013,2016,3,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +85,6,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,11,Breast,White,Female,Dead,2013,2016,3,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +66,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,11,Other Cause of Death,Black,Female,Dead,2013,2014,1,Dead +54,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,10,Breast,Black,Female,Dead,2013,2014,1,Dead +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,9,Breast,White,Female,Dead,2013,2015,2,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2013,2016,3,Dead +52,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,13,Breast,Black,Female,Dead,2013,2016,3,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +83,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,95,Breast,White,Female,Dead,2013,2013,0,Dead +60,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,46,Negative,12,Breast,Black,Female,Dead,2013,2016,3,Dead +58,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Intrahepatic Bile Duct,White,Female,Dead,2013,2015,2,Dead +75,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,30,Negative,8,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +69,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,9,Breast,White,Female,Dead,2013,2016,3,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Positive,0,Diseases of Heart,Black,Female,Dead,2013,2013,0,Dead +28,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,15,Breast,Black,Female,Dead,2013,2016,3,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,3,Breast,White,Female,Dead,2013,2016,3,Dead +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Liver,White,Female,Dead,2013,2015,2,Dead +46,17,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,17,Breast,White,Female,Dead,2013,2014,1,Dead +78,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,95,Breast,Black,Female,Dead,2013,2015,2,Dead +60,15,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,18,Breast,Black,Female,Dead,2013,2015,2,Dead +65,5,1,Beam radiation,Yes,Intraoperative rad with other rad before/after surgery,Positive,Positive,16,Negative,19,Diseases of Heart,Black,Female,Dead,2013,2015,2,Dead +87,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Breast,Black,Female,Dead,2013,2016,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Breast,White,Female,Dead,2013,2016,3,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +48,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,11,Breast,Black,Female,Dead,2013,2014,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,0,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +65,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +48,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,16,Breast,White,Female,Dead,2014,2016,2,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +66,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2012,0,Dead +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,60,Positive,8,Breast,White,Female,Dead,2014,2016,2,Dead +68,19,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,85,Negative,39,Breast,Black,Female,Dead,2014,2015,1,Dead +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +64,0,1,Beam radiation,Yes,Intraoperative rad with other rad before/after surgery,Positive,Negative,17,Negative,2,Breast,White,Female,Dead,2013,2015,2,Dead +39,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,95,Breast,White,Female,Dead,2014,2014,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +86,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,5,Unknown,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +88,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,132,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +93,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,12,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,9,State DC not available or state DC available but no COD,White,Female,Dead,2014,2015,1,Dead +31,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,992,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +65,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,10,Breast,White,Female,Dead,2013,2016,3,Dead +56,18,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,2,Positive,24,State DC not available or state DC available but no COD,White,Female,Dead,2014,2016,2,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,44,Positive,0,Breast,White,Female,Dead,2014,2016,2,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,4,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +39,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,75,Negative,11,Breast,Black,Female,Dead,2013,2015,2,Dead +42,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,15,Breast,White,Female,Dead,2014,2015,1,Dead +59,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,112,Negative,12,Breast,White,Female,Dead,2013,2014,1,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Other Cause of Death,Black,Female,Dead,2014,2016,2,Dead +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +91,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,85,Negative,4,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +57,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,7,Breast,Black,Female,Dead,2014,2016,2,Dead +58,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,36,Negative,7,Breast,White,Female,Dead,2014,2016,2,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +70,0,1,Beam radiation,No/Unknown,Radiation prior to surgery,Negative,Negative,28,Negative,8,Breast,Black,Female,Dead,2014,2016,2,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Borderline,0,Breast,White,Female,Dead,2014,2014,0,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2014,2016,2,Dead +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,47,Negative,4,Septicemia,Black,Female,Dead,2014,2014,0,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Borderline,0,Breast,Black,Female,Dead,2013,2016,3,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Hypertension without Heart Disease,White,Female,Dead,2013,2014,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,62,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +69,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,0,Breast,Black,Female,Dead,2014,2014,0,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2016,2,Dead +94,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Borderline,2,Pneumonia and Influenza,White,Female,Dead,2014,2014,0,Dead +70,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,95,Breast,White,Female,Dead,2014,2014,0,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Diabetes Mellitus,Black,Female,Dead,2014,2014,0,Dead +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,2,Breast,Black,Female,Dead,2014,2016,2,Dead +68,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,27,Unknown,95,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2014,0,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,0,Diseases of Heart,White,Male,Dead,2012,2012,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +77,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,63,Negative,11,Septicemia,Black,Female,Dead,2014,2015,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,1,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Borderline,6,Breast,Black,Female,Dead,2014,2016,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Positive,0,Diseases of Heart,Unknown,Female,Dead,2014,2014,0,Dead +42,6,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,12,Breast,White,Female,Dead,2014,2016,2,Dead +86,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Diabetes Mellitus,White,Female,Dead,2014,2016,2,Dead +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,129,Positive,18,Breast,White,Female,Dead,2014,2016,2,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2016,2,Dead +90,95,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,56,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,2,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +57,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +92,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2014,2015,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +85,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,4,Lung and Bronchus,White,Female,Dead,2014,2016,2,Dead +90,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +55,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Borderline,30,Negative,5,Breast,White,Female,Dead,2014,2016,2,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Unknown,6,Hypertension without Heart Disease,Black,Female,Dead,2014,2015,1,Dead +43,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,190,Negative,12,Miscellaneous Malignant Cancer,Black,Female,Dead,2014,2015,1,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,57,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +82,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,56,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +67,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,5,Breast,White,Female,Dead,2014,2016,2,Dead +93,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Cerebrovascular Diseases,White,Female,Dead,2014,2016,2,Dead +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,2,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,3,Breast,Black,Female,Dead,2014,2016,2,Dead +76,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,82,Negative,11,Breast,White,Female,Dead,2014,2014,0,Dead +31,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,115,Negative,12,Breast,White,Female,Dead,2014,2016,2,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +49,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +84,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,95,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2014,2015,1,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,150,Unknown,95,Breast,Black,Female,Dead,2014,2015,1,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Breast,Black,Female,Dead,2014,2016,2,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,0,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,7,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2014,2014,0,Dead +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +94,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,28,Negative,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2016,2,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,44,Positive,0,Breast,White,Female,Dead,2014,2016,2,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,8,Breast,White,Female,Dead,2014,2016,2,Dead +80,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,47,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +86,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2014,2016,2,Dead +83,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +64,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2014,2014,0,Dead +58,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,87,Negative,4,Breast,White,Female,Dead,2014,2014,0,Dead +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,24,Negative,1,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +85,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,8,Unknown,95,State DC not available or state DC available but no COD,White,Female,Dead,2014,2014,0,Dead +48,98,1,Beam radiation,Yes,Radiation before and after surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2010,2015,5,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2014,2014,0,Dead +81,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,95,State DC not available or state DC available but no COD,White,Female,Dead,2014,2016,2,Dead +64,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,3,Breast,Black,Female,Dead,2014,2016,2,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,3,Breast,White,Female,Dead,2014,2015,1,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,2,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,Black,Female,Dead,2014,2014,0,Dead +75,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +80,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +56,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,92,Negative,4,Breast,White,Female,Dead,2014,2016,2,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Accidents and Adverse Effects,Black,Female,Dead,2014,2015,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,1,Breast,White,Female,Dead,2014,2014,0,Dead +34,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Positive,0,Breast,Black,Female,Dead,2014,2015,1,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +67,98,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,999,Unknown,0,State DC not available or state DC available but no COD,Black,Female,Dead,2012,2015,3,Dead +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,2,Breast,White,Female,Dead,2014,2014,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,73,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +64,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,95,Breast,Black,Female,Dead,2014,2015,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Diseases of Heart,Black,Female,Dead,2014,2016,2,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Borderline,9,Diseases of Heart,White,Male,Dead,2014,2016,2,Dead +89,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Positive,95,Breast,Black,Female,Dead,2014,2014,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Cerebrovascular Diseases,Black,Female,Dead,2014,2014,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2014,0,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +55,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Positive,13,Breast,Black,Female,Dead,2014,2016,2,Dead +54,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,17,Breast,Black,Female,Dead,2014,2016,2,Dead +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Breast,Black,Female,Dead,2014,2016,2,Dead +73,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +52,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,11,Breast,Black,Female,Dead,2014,2016,2,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,0,Breast,White,Female,Dead,2013,2014,1,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,40,Unknown,1,Breast,Black,Female,Dead,2014,2016,2,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Unknown,0,Breast,Black,Female,Dead,2014,2015,1,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,108,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,44,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,63,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +48,0,3,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,85,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,90,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,998,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +88,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,41,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,72,Negative,0,Breast,Black,Female,Dead,2014,2016,2,Dead +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Breast,Black,Female,Dead,2014,2016,2,Dead +67,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,95,Breast,White,Female,Dead,2015,2015,0,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Accidents and Adverse Effects,Black,Female,Dead,2014,2016,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Breast,White,Female,Dead,2015,2016,1,Dead +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,2,Breast,Black,Female,Dead,2015,2015,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,0,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,53,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,0,Diabetes Mellitus,White,Female,Dead,2015,2016,1,Dead +31,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,0,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,31,Negative,3,Breast,White,Female,Dead,2015,2016,1,Dead +84,27,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,31,Breast,Black,Female,Dead,2015,2016,1,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2011,2013,2,Dead +90,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,29,Unknown,99,Breast,White,Female,Dead,2013,2013,0,Dead +83,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Borderline,Negative,999,Negative,95,Diabetes Mellitus,White,Female,Dead,2015,2015,0,Dead +68,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,13,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +52,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,5,Miscellaneous Malignant Cancer,White,Female,Dead,2015,2016,1,Dead +74,20,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,20,Breast,White,Female,Dead,2015,2015,0,Dead +64,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,2,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +89,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,95,Other Cause of Death,Black,Female,Dead,2015,2016,1,Dead +77,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,3,Breast,White,Female,Dead,2015,2016,1,Dead +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,79,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2015,2016,1,Dead +24,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +50,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,41,Borderline,0,Cerebrovascular Diseases,White,Female,Dead,2015,2016,1,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2015,2015,0,Dead +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,11,Breast,White,Female,Dead,2015,2016,1,Dead +80,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +85,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Pancreas,White,Female,Dead,2015,2016,1,Dead +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,14,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2015,2016,1,Dead +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +76,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,120,Positive,1,Breast,Black,Female,Dead,2015,2015,0,Dead +57,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,60,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,39,Negative,1,Breast,White,Female,Dead,2015,2016,1,Dead +52,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,14,Breast,Black,Female,Dead,2014,2016,2,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +63,98,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,180,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +88,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,34,Positive,95,Breast,White,Female,Dead,2015,2016,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Infectious and Parasitic Diseases including HIV,Black,Female,Dead,2015,2016,1,Dead +79,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,150,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,3,Diseases of Heart,Black,Female,Dead,2015,2016,1,Dead +93,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Borderline,0,Breast,White,Female,Dead,2015,2016,1,Dead +75,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,5,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,140,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Atherosclerosis,White,Female,Dead,2014,2016,2,Dead +77,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,75,Positive,0,Lung and Bronchus,White,Female,Dead,2015,2016,1,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,95,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2014,2016,2,Dead +65,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,0,Lung and Bronchus,White,Female,Dead,2015,2016,1,Dead +91,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,42,Positive,1,Breast,White,Female,Dead,2015,2016,1,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +91,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +45,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,95,Negative,95,Breast,White,Female,Dead,2015,2015,0,Dead +76,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2015,2016,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,28,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,4,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +78,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2015,2016,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,94,Negative,0,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Chronic Liver Disease and Cirrhosis,Black,Female,Dead,2015,2016,1,Dead +40,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,120,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +55,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Positive,95,Breast,White,Female,Dead,2015,2016,1,Dead +77,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +71,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,0,Lung and Bronchus,White,Female,Dead,2015,2016,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +82,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,0,Positive,95,Breast,White,Female,Dead,2015,2016,1,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Positive,2,Breast,White,Female,Dead,2015,2016,1,Dead +52,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Positive,99,Breast,White,Female,Dead,2015,2015,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,0,Diseases of Heart,Black,Female,Dead,2015,2016,1,Dead +56,99,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2010,2016,6,Alive +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,39,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +99,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +55,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Borderline,0,Breast,White,Female,Dead,2014,2015,1,Dead +53,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,59,Negative,10,Breast,Black,Female,Dead,2015,2016,1,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,15,Unknown,0,Breast,White,Female,Dead,2014,2016,2,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +96,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,42,Unknown,99,Breast,Black,Female,Dead,2014,2014,0,Dead +63,9,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Positive,11,Miscellaneous Malignant Cancer,White,Female,Dead,2016,2016,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Ovary,White,Female,Dead,2016,2016,0,Dead +93,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,1,Breast,White,Female,Dead,2016,2016,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2016,2016,0,Dead +60,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +56,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,6,Breast,White,Female,Dead,2016,2016,0,Dead +76,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,Blank(s),Negative,1,Breast,White,Female,Dead,2016,2016,0,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +40,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,27,Breast,Black,Female,Dead,2012,2016,4,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +63,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +76,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Borderline,95,Breast,White,Female,Dead,2016,2016,0,Dead +78,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +78,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Positive,1,Breast,White,Female,Dead,2016,2016,0,Dead +71,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,4,Breast,White,Female,Dead,2016,2016,0,Dead +54,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +70,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2016,2016,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2016,2016,0,Dead +75,10,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,84,Negative,16,Breast,White,Female,Dead,2015,2016,1,Dead +65,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +86,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +92,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,95,Breast,Black,Female,Dead,2016,2016,0,Dead +60,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +75,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,0,Breast,Black,Female,Dead,2016,2016,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +79,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,95,Breast,White,Female,Dead,2016,2016,0,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Hypertension without Heart Disease,White,Female,Dead,2016,2016,0,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +94,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,95,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,Blank(s),Positive,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2016,2016,0,Dead +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,Blank(s),Negative,2,Breast,White,Female,Dead,2016,2016,0,Dead +81,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Lung and Bronchus,White,Female,Dead,2016,2016,0,Dead +55,15,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,22,Breast,White,Female,Dead,2016,2016,0,Dead +78,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Accidents and Adverse Effects,Black,Female,Dead,2016,2016,0,Dead +42,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,7,Other Cause of Death,Black,Female,Dead,2015,2015,0,Dead +84,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2016,6,Alive +64,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2015,2015,0,Dead +61,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,95,Septicemia,White,Female,Dead,2016,2016,0,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +79,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,95,Septicemia,White,Female,Dead,2016,2016,0,Dead +59,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,95,State DC not available or state DC available but no COD,White,Female,Dead,2016,2016,0,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2013,2015,2,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +74,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2015,5,Dead +44,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +81,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,White,Female,Dead,2016,2016,0,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +94,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Borderline,10,Breast,White,Female,Dead,2015,2016,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,46,Unknown,0,Breast,Black,Female,Dead,2015,2016,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,0,Pneumonia and Influenza,White,Female,Dead,2012,2016,4,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,105,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,7,Alive,White,Male,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2013,0,Dead +75,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +73,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,11,Breast,White,Female,Dead,2010,2015,5,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +96,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +76,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,14,Breast,White,Female,Dead,2012,2016,4,Dead +49,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,6,Breast,White,Female,Dead,2010,2015,5,Dead +47,25,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,110,Negative,35,Breast,White,Female,Dead,2010,2012,2,Dead +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,23,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,24,Breast,White,Female,Dead,2010,2011,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,3,Alive,White,Female,Alive,2010,2015,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,23,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Positive,8,Breast,White,Female,Dead,2010,2014,4,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +64,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,20,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,39,Positive,99,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Borderline,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +49,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,38,Negative,18,Breast,White,Female,Dead,2010,2011,1,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Borderline,11,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Positive,0,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +68,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,48,Positive,95,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,3,Septicemia,White,Female,Dead,2010,2012,2,Dead +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2015,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,50,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +62,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Borderline,10,Alive,Black,Female,Alive,2010,2016,6,Alive +72,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Breast,White,Female,Dead,2010,2015,5,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Lung and Bronchus,White,Female,Dead,2010,2015,5,Dead +91,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,2,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2011,1,Dead +52,6,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +93,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,47,Negative,2,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +72,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Borderline,8,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,95,Alive,White,Female,Alive,2010,2015,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +80,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,99,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,6,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,5,Other Cause of Death,Unknown,Female,Dead,2010,2014,4,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +35,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,85,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +60,1,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,57,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +39,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,51,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,36,Negative,16,Breast,Black,Female,Dead,2010,2013,3,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,47,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +71,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,8,Atherosclerosis,White,Female,Dead,2010,2015,5,Dead +54,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +32,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +54,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,998,Positive,10,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,2,Breast,White,Female,Dead,2010,2011,1,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,991,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +31,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +56,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +44,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +68,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2010,2015,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,55,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,1,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +31,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +71,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2010,2013,3,Dead +57,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,994,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Borderline,0,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,7,Unknown,18,Alive,White,Female,Alive,2010,2015,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,Unknown,Female,Alive,2010,2016,6,Alive +54,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,992,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +82,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Aortic Aneurysm and Dissection,White,Female,Dead,2010,2015,5,Dead +46,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Intraoperative rad with other rad before/after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,1,Septicemia,White,Female,Dead,2010,2015,5,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,13,Breast,White,Female,Dead,2010,2015,5,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Unknown,52,Negative,14,Alive,White,Female,Alive,2010,2015,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,22,Breast,White,Female,Dead,2010,2011,1,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +46,99,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,99,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,39,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Borderline,12,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +26,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Borderline,14,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +50,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,140,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +69,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,54,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +71,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,993,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,5,Unknown,2,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,2,Colon excluding Rectum,White,Female,Dead,2010,2014,4,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,24,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,15,Intrahepatic Bile Duct,White,Female,Dead,2010,2011,1,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,58,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2010,2010,0,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,7,Breast,White,Female,Dead,2010,2011,1,Dead +47,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,14,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,16,Diseases of Heart,White,Male,Dead,2010,2013,3,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,150,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,3,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2010,2015,5,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +44,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,5,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +44,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +78,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,12,State DC not available or state DC available but no COD,White,Female,Dead,2010,2013,3,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +96,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +48,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,23,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +61,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Other Cause of Death,White,Male,Dead,2010,2010,0,Dead +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Borderline,0,Breast,White,Female,Dead,2010,2013,3,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +80,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +62,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,78,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Soft Tissue including Heart,White,Female,Dead,2010,2016,6,Alive +63,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,13,Alive,White,Female,Alive,2010,2015,5,Alive +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,995,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2013,3,Dead +62,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,15,Breast,White,Female,Dead,2010,2016,6,Alive +38,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,28,Breast,Black,Female,Dead,2010,2013,3,Dead +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +40,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2012,2,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,12,Breast,White,Female,Dead,2010,2013,3,Dead +65,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,95,Breast,White,Female,Dead,2010,2011,1,Dead +42,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,9,Breast,White,Female,Dead,2010,2013,3,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +45,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,49,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,29,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,20,Alive,Black,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,47,Negative,3,Hypertension without Heart Disease,White,Female,Dead,2010,2013,3,Dead +31,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,4,Cerebrovascular Diseases,Black,Female,Dead,2010,2012,2,Dead +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,43,Negative,8,Alive,White,Female,Alive,2010,2015,5,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,2,Negative,14,Alive,Unknown,Female,Alive,2010,2016,6,Alive +48,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Positive,0,Alive,Black,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +33,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,30,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +32,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,2,Colon excluding Rectum,White,Female,Dead,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,30,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,66,Negative,2,Breast,White,Female,Dead,2010,2013,3,Dead +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,42,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +31,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,172,Negative,0,Colon excluding Rectum,White,Female,Dead,2010,2011,1,Dead +53,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,31,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +38,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,8,Alive,Black,Female,Alive,2010,2016,6,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,7,Lung and Bronchus,White,Female,Dead,2010,2014,4,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +70,8,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +48,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,Beam radiation,No/Unknown,Radiation prior to surgery,Negative,Negative,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,13,Alive,White,Female,Alive,2010,2015,5,Alive +63,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2012,2,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,3,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +79,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +79,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,991,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,72,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,18,Breast,Black,Female,Dead,2010,2012,2,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,130,Negative,7,Breast,White,Female,Dead,2010,2012,2,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,4,Hypertension without Heart Disease,White,Female,Dead,2010,2014,4,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,0,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +44,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,3,Breast,White,Female,Dead,2010,2013,3,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,26,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +42,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,0,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +36,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Positive,95,Breast,Black,Female,Dead,2010,2013,3,Dead +62,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,9,Alive,White,Female,Alive,2010,2015,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Unknown,0,Breast,White,Female,Dead,2010,2012,2,Dead +43,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,14,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Positive,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,17,Negative,2,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +34,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,30,Breast,White,Female,Dead,2010,2012,2,Dead +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +73,99,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +57,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,4,Breast,White,Female,Dead,2010,2013,3,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,105,Positive,25,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +45,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,15,Breast,Black,Female,Dead,2010,2013,3,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,52,Positive,96,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Acute Myeloid Leukemia,White,Female,Dead,2010,2015,5,Dead +54,17,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,33,Negative,18,Alive,Black,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,30,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,3,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,12,Breast,White,Female,Dead,2010,2011,1,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +53,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,2,Other Cause of Death,Black,Female,Dead,2010,2014,4,Dead +57,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,6,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,28,Soft Tissue including Heart,White,Female,Dead,2010,2010,0,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Positive,15,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +42,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,1,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +91,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Pneumonia and Influenza,White,Female,Dead,2010,2010,0,Dead +67,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +70,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,Black,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +75,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,95,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,16,Negative,2,Breast,White,Female,Dead,2010,2011,1,Dead +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,7,Breast,White,Female,Dead,2010,2013,3,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,1,Breast,Black,Female,Dead,2010,2013,3,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,95,Breast,White,Female,Dead,2010,2012,2,Dead +45,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,21,Alive,Black,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,9,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +88,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,78,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,99,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,99,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,24,Unknown,16,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,12,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +32,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,20,Alive,Unknown,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,6,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Breast,White,Female,Dead,2010,2014,4,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +89,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +86,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Breast,White,Female,Dead,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Borderline,0,Breast,White,Female,Dead,2010,2011,1,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,43,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,0,Hypertension without Heart Disease,White,Female,Dead,2010,2010,0,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Borderline,4,Breast,White,Female,Dead,2010,2012,2,Dead +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,1,Breast,White,Female,Dead,2010,2012,2,Dead +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,2,Breast,White,Female,Dead,2010,2015,5,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +25,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +56,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +76,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,48,Positive,7,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2016,6,Alive +66,12,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,97,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +66,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,0,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +91,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,7,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +32,3,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Positive,999,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,85,Positive,0,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,20,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +40,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,99,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Borderline,99,Breast,White,Female,Dead,2010,2013,3,Dead +65,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,120,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Homicide and Legal Intervention,White,Female,Dead,2010,2014,4,Dead +29,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,115,Positive,15,Breast,White,Female,Dead,2010,2013,3,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Positive,31,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +62,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,10,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +80,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,10,Pancreas,White,Female,Dead,2010,2012,2,Dead +81,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +63,3,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,1,Negative,31,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +52,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,13,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +28,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Borderline,1,Breast,White,Female,Dead,2010,2014,4,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,120,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +86,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,38,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Borderline,Negative,11,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +70,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,13,Breast,White,Female,Dead,2010,2011,1,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,4,Alive,White,Female,Alive,2010,2015,5,Alive +80,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,51,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,Black,Female,Dead,2010,2011,1,Dead +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +36,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +45,20,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,21,Breast,White,Female,Dead,2010,2014,4,Dead +89,21,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,115,Unknown,21,Breast,White,Female,Dead,2010,2011,1,Dead +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,21,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,17,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +73,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,41,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +49,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Unknown,2,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Unknown,3,Alive,Black,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,13,Unknown,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +61,99,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,6,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,7,Negative,0,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +49,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,31,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,13,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,5,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,85,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,49,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +45,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,12,Alive,White,Female,Alive,2010,2015,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +93,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,51,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,73,Negative,25,Breast,White,Female,Dead,2010,2012,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +42,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,140,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +76,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Unknown,22,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,30,Alive,White,Female,Alive,2010,2016,6,Alive +42,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,28,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,1,Lung and Bronchus,Black,Female,Dead,2010,2014,4,Dead +38,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation prior to surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,2,Negative,33,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,12,Breast,White,Female,Dead,2010,2011,1,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Male,Alive,2010,2016,6,Alive +46,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,22,Alive,Black,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2015,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Borderline,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Unknown,16,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Miscellaneous Malignant Cancer,Black,Female,Dead,2010,2012,2,Dead +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +26,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +36,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Positive,17,Alive,Black,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +89,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +72,18,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,56,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +39,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,8,Breast,White,Female,Dead,2010,2011,1,Dead +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +59,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,137,Negative,95,Breast,Black,Female,Dead,2010,2011,1,Dead +45,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,0,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,51,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,97,Negative,24,Breast,White,Female,Dead,2010,2012,2,Dead +32,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Unknown,18,Alive,White,Female,Alive,2010,2016,6,Alive +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +74,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +94,1,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,1,Pneumonia and Influenza,White,Female,Dead,2010,2011,1,Dead +47,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Negative,19,Breast,White,Female,Dead,2010,2014,4,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,55,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,99,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2015,5,Alive +73,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,135,Negative,11,Breast,White,Female,Dead,2010,2011,1,Dead +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,1,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,34,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +43,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,8,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,84,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Borderline,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,990,Negative,37,Alive,White,Female,Alive,2010,2016,6,Alive +44,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,2,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +53,13,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,20,Alive,White,Female,Alive,2010,2015,5,Alive +56,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,11,Breast,White,Female,Dead,2010,2011,1,Dead +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,17,Alive,White,Male,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,36,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2015,5,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +69,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,97,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2015,5,Alive +49,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +75,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,68,Negative,9,Breast,White,Female,Dead,2010,2015,5,Dead +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,57,Unknown,0,Breast,White,Female,Dead,2010,2012,2,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +62,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,90,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +27,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +83,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,19,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,7,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +47,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,21,Breast,White,Female,Dead,2010,2013,3,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,998,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,25,Breast,White,Female,Dead,2010,2012,2,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +65,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,48,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +47,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,38,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +73,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +93,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,6,Breast,White,Female,Dead,2010,2012,2,Dead +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,996,Positive,97,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +42,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2010,2015,5,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Borderline,6,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2010,2011,1,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +36,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Ovary,White,Female,Dead,2010,2013,3,Dead +63,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Breast,White,Female,Dead,2010,2014,4,Dead +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,33,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,0,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +62,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,10,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,23,Pneumonia and Influenza,White,Female,Dead,2010,2013,3,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,7,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,48,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,84,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +34,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +59,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Positive,25,Alive,White,Female,Alive,2010,2016,6,Alive +37,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,12,Alive,White,Female,Alive,2010,2015,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,2,Lung and Bronchus,White,Female,Dead,2010,2013,3,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +51,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +42,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,18,Alive,Black,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,0,Breast,White,Male,Dead,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,22,Unknown,25,Alive,White,Female,Alive,2010,2016,6,Alive +28,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,992,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2010,2014,4,Dead +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,992,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +69,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,0,Alive,White,Female,Alive,2010,2015,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,12,Breast,White,Female,Dead,2010,2011,1,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2014,4,Dead +43,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2015,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +58,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,68,Negative,3,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +59,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,77,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,162,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,995,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,40,Negative,15,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,36,Alive,Unknown,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +64,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +94,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +30,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,20,Alive,Unknown,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,3,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +32,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2015,5,Alive +40,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +51,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +69,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,98,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,995,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +71,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Borderline,30,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,116,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +50,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2013,3,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Borderline,10,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,993,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,12,Alive,White,Female,Alive,2010,2015,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +37,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +90,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,1,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +73,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Borderline,8,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,6,Breast,White,Female,Dead,2010,2012,2,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +85,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,19,Diseases of Heart,Black,Female,Dead,2010,2012,2,Dead +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +92,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,2,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,7,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,12,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,2,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Borderline,0,Accidents and Adverse Effects,White,Female,Dead,2010,2014,4,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,993,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +80,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,9,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +77,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,11,Alive,Black,Male,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,76,Negative,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +32,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,27,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,13,Alive,White,Male,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +28,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,97,Alive,White,Male,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,12,Alive,White,Female,Alive,2010,2015,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +65,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,98,Breast,White,Female,Dead,2010,2010,0,Dead +48,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Diseases of Heart,White,Male,Dead,2010,2012,2,Dead +68,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,58,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +45,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,12,Breast,White,Female,Dead,2010,2013,3,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Borderline,50,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Borderline,7,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Septicemia,White,Female,Dead,2010,2011,1,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +58,6,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,9,Breast,White,Female,Dead,2010,2013,3,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +40,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +35,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,30,Alive,White,Female,Alive,2010,2016,6,Alive +45,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,1,Breast,White,Female,Dead,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Breast,White,Female,Dead,2010,2013,3,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Borderline,2,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Breast,White,Female,Dead,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,5,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,190,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,1,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,20,Breast,Black,Male,Dead,2010,2014,4,Dead +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,2,Breast,Black,Female,Dead,2010,2015,5,Dead +47,7,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +24,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,18,Alive,Black,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,55,Negative,1,Other Cause of Death,Black,Female,Dead,2010,2014,4,Dead +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Borderline,17,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,10,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,5,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +50,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,78,Negative,22,Breast,White,Female,Dead,2010,2013,3,Dead +49,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,110,Positive,12,Breast,Black,Female,Dead,2010,2014,4,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Positive,1,Alive,White,Female,Alive,2010,2015,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +77,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,63,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +89,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,6,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,0,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,5,Alive,Black,Female,Alive,2010,2016,6,Alive +79,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,99,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,992,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,28,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +43,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,11,Alive,White,Female,Alive,2010,2015,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +89,5,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,95,Negative,18,Ovary,White,Female,Dead,2010,2013,3,Dead +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +32,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,48,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2010,2012,2,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,32,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +34,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +36,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,31,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,75,Positive,33,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,2,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,18,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,38,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +70,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,1,Breast,Black,Female,Dead,2010,2014,4,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +36,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,34,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +45,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Positive,0,Alive,White,Female,Alive,2010,2015,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,4,State DC not available or state DC available but no COD,Black,Female,Dead,2010,2011,1,Dead +34,1,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,990,Positive,1,Alive,Black,Female,Alive,2010,2015,5,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,95,Negative,33,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,66,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +32,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +51,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +42,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Positive,5,Alive,Black,Female,Alive,2010,2016,6,Alive +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,33,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,13,Breast,White,Female,Dead,2010,2015,5,Dead +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Breast,Black,Female,Dead,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +45,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,995,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,8,Negative,1,Breast,White,Female,Dead,2010,2015,5,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Borderline,0,Breast,White,Female,Dead,2010,2011,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +74,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,17,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +68,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Borderline,22,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,117,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +42,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,76,Negative,20,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,6,Breast,Black,Female,Dead,2010,2015,5,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Hypertension without Heart Disease,White,Female,Dead,2010,2014,4,Dead +47,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +36,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2015,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,44,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,41,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +32,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,47,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +78,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,69,Negative,8,Breast,White,Female,Dead,2010,2016,6,Alive +83,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,3,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,7,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,14,Alive,Black,Female,Alive,2010,2016,6,Alive +30,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diabetes Mellitus,White,Female,Dead,2010,2010,0,Dead +44,3,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +49,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +81,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,9,Pancreas,White,Female,Dead,2010,2014,4,Dead +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +56,6,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +56,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Positive,23,Breast,White,Female,Dead,2010,2014,4,Dead +55,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,63,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,Unknown,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,993,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,48,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +35,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +40,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Borderline,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,39,Unknown,0,Breast,White,Female,Dead,2010,2014,4,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +59,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,1,Breast,White,Female,Dead,2010,2013,3,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +89,14,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,15,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Positive,5,Alive,Black,Female,Alive,2010,2016,6,Alive +75,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +68,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +83,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Negative,19,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,36,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Breast,White,Female,Dead,2010,2010,0,Dead +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Borderline,12,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,26,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,12,Alive,White,Female,Alive,2010,2015,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,1,Pneumonia and Influenza,White,Female,Dead,2010,2015,5,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,61,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +44,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,32,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,47,Negative,30,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Negative,1,Breast,White,Female,Dead,2010,2014,4,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Unknown,3,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,3,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,12,Unknown,4,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Alive,White,Female,Alive,2010,2015,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,1,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2011,1,Dead +35,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,0,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,85,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +36,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +51,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +59,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +77,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,80,Negative,23,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,991,Unknown,0,Alive,White,Female,Alive,2010,2015,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +81,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +69,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,14,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +71,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,3,Breast,White,Female,Dead,2010,2013,3,Dead +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,38,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +37,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Unknown,0,Breast,White,Female,Dead,2010,2012,2,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Unknown,11,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2013,3,Dead +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,33,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +39,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Negative,Negative,12,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +69,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Unknown,Unknown,5,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,32,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2015,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,1,4,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,State DC not available or state DC available but no COD,White,Female,Dead,2010,2015,5,Dead +69,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,42,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +44,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Colon excluding Rectum,White,Female,Dead,2010,2013,3,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,11,Breast,White,Female,Dead,2010,2014,4,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,2,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,10,Breast,White,Female,Dead,2010,2011,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +77,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Positive,17,Breast,White,Female,Dead,2010,2012,2,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Positive,1,Alive,White,Female,Alive,2010,2015,5,Alive +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +53,27,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,33,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,97,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Positive,2,Breast,White,Female,Dead,2010,2012,2,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +93,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,70,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +52,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Borderline,18,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Unknown,5,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Positive,2,Lung and Bronchus,White,Female,Dead,2010,2012,2,Dead +79,6,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Unknown,15,Alive,White,Female,Alive,2010,2015,5,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +51,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +89,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Breast,White,Female,Dead,2010,2012,2,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +77,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,23,Breast,White,Female,Dead,2010,2014,4,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,95,Breast,Black,Female,Dead,2010,2010,0,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,23,Breast,Black,Female,Dead,2010,2013,3,Dead +38,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +93,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Borderline,Negative,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,99,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Alive,Unknown,Female,Alive,2010,2016,6,Alive +67,99,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,90,Positive,99,Alive,Black,Female,Alive,2010,2016,6,Alive +54,99,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2010,2016,6,Alive +45,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2010,2016,6,Alive +58,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,98,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,22,Septicemia,White,Male,Dead,2010,2012,2,Dead +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Stomach and Duodenal Ulcers,White,Female,Dead,2010,2013,3,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,Unknown,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +83,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,3,State DC not available or state DC available but no COD,White,Female,Dead,2010,2015,5,Dead +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation before and after surgery,Negative,Negative,76,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,23,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,63,Negative,37,Alive,White,Female,Alive,2010,2016,6,Alive +62,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,78,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,19,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +78,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,14,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,28,Breast,White,Female,Dead,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,42,Borderline,18,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,24,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +33,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +35,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,28,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,22,Breast,White,Female,Dead,2010,2011,1,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,1,Breast,White,Female,Dead,2010,2013,3,Dead +46,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,30,Alive,White,Female,Alive,2010,2015,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Lung and Bronchus,White,Female,Dead,2010,2014,4,Dead +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +73,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +81,6,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +68,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +73,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,95,Positive,6,Breast,White,Female,Dead,2010,2012,2,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,31,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Unknown,99,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2010,0,Dead +64,23,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +60,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,98,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,99,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Pancreas,White,Female,Dead,2010,2012,2,Dead +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Borderline,95,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Unknown,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +60,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +39,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,26,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +36,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +80,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,0,Lung and Bronchus,White,Female,Dead,2010,2013,3,Dead +57,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,992,Negative,36,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Breast,White,Female,Dead,2010,2015,5,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,2,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,4,Lung and Bronchus,White,Female,Dead,2010,2015,5,Dead +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,39,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,95,Alive,Black,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Congenital Anomalies,White,Female,Dead,2010,2013,3,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,1,Unknown,1,Alive,Black,Female,Alive,2010,2016,6,Alive +63,1,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Lung and Bronchus,White,Male,Dead,2010,2016,6,Alive +42,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,10,Breast,White,Female,Dead,2010,2013,3,Dead +45,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +50,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,97,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,995,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2014,4,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,31,Septicemia,White,Female,Dead,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,10,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +41,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,62,Negative,41,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +40,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +92,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,96,Positive,8,Breast,White,Female,Dead,2010,2013,3,Dead +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Borderline,7,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,39,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +33,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,16,Breast,White,Female,Dead,2010,2014,4,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2010,2012,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +32,39,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,40,Alive,White,Female,Alive,2010,2016,6,Alive +65,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +32,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,32,Negative,2,Breast,Black,Female,Dead,2010,2012,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,1,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Borderline,6,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,23,Breast,Black,Female,Dead,2010,2012,2,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +40,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,56,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,98,Alive,White,Female,Alive,2010,2015,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,13,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Borderline,10,Alive,White,Female,Alive,2010,2016,6,Alive +31,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,23,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,51,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +66,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +39,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Positive,0,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,11,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,56,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +73,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Borderline,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,32,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,17,Suicide and Self-Inflicted Injury,White,Female,Dead,2010,2015,5,Dead +56,99,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Unknown,Unknown,13,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Lung and Bronchus,White,Female,Dead,2010,2012,2,Dead +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,3,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,92,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,2,Breast,Black,Female,Dead,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diabetes Mellitus,White,Female,Dead,2010,2016,6,Alive +82,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,94,Unknown,99,Breast,White,Female,Dead,2010,2011,1,Dead +44,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,27,Negative,32,Breast,White,Female,Dead,2010,2012,2,Dead +48,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +81,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,9,Breast,White,Female,Dead,2010,2011,1,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,2,Alive,White,Female,Alive,2010,2015,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2010,2012,2,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,47,Negative,0,Diseases of Heart,Black,Female,Dead,2010,2011,1,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,48,Negative,11,Hypertension without Heart Disease,White,Female,Dead,2010,2013,3,Dead +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,2,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +60,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +72,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +83,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,2,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,61,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +85,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +69,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,20,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +50,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,18,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,4,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Positive,17,Urinary Bladder,White,Female,Dead,2010,2015,5,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Unknown,Unknown,28,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,19,Borderline,5,Alive,White,Female,Alive,2010,2015,5,Alive +45,0,4,Beam radiation,No/Unknown,Radiation after surgery,Positive,Borderline,80,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,44,Negative,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +74,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +48,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Alive,White,Female,Alive,2010,2015,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +83,0,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,5,Cerebrovascular Diseases,White,Female,Dead,2010,2011,1,Dead +61,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +26,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,991,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,3,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Combination of beam with implants or isotopes,No/Unknown,Intraoperative rad with other rad before/after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,9,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +64,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Borderline,11,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +71,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +64,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,57,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,4,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Ovary,White,Female,Dead,2010,2015,5,Dead +70,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2010,2015,5,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +28,1,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Negative,16,Breast,White,Female,Dead,2010,2015,5,Dead +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +42,11,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,110,Borderline,11,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +38,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,1,Other Cause of Death,Black,Female,Dead,2010,2011,1,Dead +71,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,13,Unknown,95,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Borderline,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +40,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Alive,White,Female,Alive,2010,2015,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +45,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,47,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,96,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Lung and Bronchus,White,Female,Dead,2010,2013,3,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,18,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,64,Unknown,0,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2010,2011,1,Dead +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,8,Breast,Black,Female,Dead,2010,2016,6,Alive +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,52,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,4,Breast,White,Female,Dead,2010,2012,2,Dead +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,52,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +67,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,27,Positive,13,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,11,Breast,White,Female,Dead,2010,2015,5,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2010,2013,3,Dead +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,2,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +73,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,6,Breast,White,Female,Dead,2010,2012,2,Dead +48,5,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,5,Breast,White,Female,Dead,2011,2015,4,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,7,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +44,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +88,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2011,1,Dead +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,20,Breast,White,Female,Dead,2011,2015,4,Dead +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +36,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +32,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,98,Breast,White,Female,Dead,2011,2016,5,Dead +61,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +40,18,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +47,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +65,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Breast,White,Female,Dead,2011,2014,3,Dead +38,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,0,Breast,White,Male,Dead,2011,2011,0,Dead +80,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,3,Breast,Black,Female,Dead,2011,2013,2,Dead +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +31,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,19,Breast,Black,Female,Dead,2011,2014,3,Dead +42,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,10,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,0,Septicemia,White,Female,Dead,2011,2013,2,Dead +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,4,Breast,White,Female,Dead,2011,2015,4,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,2,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +84,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +33,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,95,Breast,Black,Female,Dead,2011,2014,3,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,2,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2011,2015,4,Dead +36,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,41,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,132,Negative,4,State DC not available or state DC available but no COD,White,Male,Dead,2010,2015,5,Dead +51,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +52,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +40,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,42,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,1,Alive,White,Male,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,1,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +40,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,0,Alive,Black,Female,Alive,2011,2016,5,Alive +86,12,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,12,Breast,White,Female,Dead,2011,2015,4,Dead +63,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,67,Negative,0,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,5,Stomach,White,Female,Dead,2011,2013,2,Dead +61,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Borderline,3,Breast,White,Female,Dead,2011,2016,5,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +53,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,95,Breast,White,Female,Dead,2011,2015,4,Dead +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,210,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,2,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,24,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,95,Breast,White,Female,Dead,2011,2016,5,Dead +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,990,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +48,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2012,1,Dead +58,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,6,Alive,Black,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,71,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +71,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2016,5,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,38,Breast,White,Female,Dead,2011,2012,1,Dead +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Pancreas,White,Female,Dead,2011,2015,4,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Septicemia,White,Female,Dead,2011,2013,2,Dead +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,48,Unknown,1,Breast,White,Female,Dead,2011,2011,0,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,992,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +56,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Unknown,23,State DC not available or state DC available but no COD,White,Male,Dead,2011,2015,4,Dead +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +68,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,18,Breast,White,Female,Dead,2011,2011,0,Dead +46,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,13,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2011,2016,5,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Borderline,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,5,Breast,White,Female,Dead,2011,2014,3,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +51,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,75,Negative,2,Breast,White,Female,Dead,2010,2016,6,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,6,Breast,White,Female,Dead,2011,2016,5,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +66,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,15,Breast,Black,Male,Dead,2011,2016,5,Dead +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2010,2011,1,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +72,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +31,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +59,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,6,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +65,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,80,Negative,17,Breast,White,Female,Dead,2011,2015,4,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Positive,95,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +24,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,22,Breast,White,Female,Dead,2011,2015,4,Dead +66,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Pancreas,White,Female,Dead,2011,2013,2,Dead +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +34,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +40,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +43,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,29,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +58,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,77,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,12,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,17,Breast,White,Female,Dead,2011,2015,4,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,22,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2011,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +28,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,42,Negative,3,Breast,White,Female,Dead,2011,2012,1,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,51,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,99,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +89,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,21,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Negative,23,Breast,White,Female,Dead,2011,2015,4,Dead +29,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +39,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,0,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,1,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,10,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +60,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,13,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2011,0,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,6,Alive,Black,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,210,Positive,25,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2011,2015,4,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2015,4,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2011,2015,4,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2014,3,Dead +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2014,3,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,2,Breast,White,Female,Dead,2011,2014,3,Dead +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,30,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +40,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +82,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Positive,1,State DC not available or state DC available but no COD,White,Female,Dead,2011,2011,0,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Unknown,1,Alive,Black,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,991,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,84,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,2,Breast,White,Female,Dead,2011,2012,1,Dead +89,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,45,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Male,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,98,Alive,White,Female,Alive,2011,2016,5,Alive +70,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Aortic Aneurysm and Dissection,White,Female,Dead,2011,2013,2,Dead +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2011,2012,1,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,22,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,27,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2013,2,Dead +38,19,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,19,Breast,White,Female,Dead,2011,2016,5,Dead +71,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +29,3,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative rad with other rad before/after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,0,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Borderline,17,Breast,White,Female,Dead,2011,2014,3,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Positive,3,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +50,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,21,Breast,White,Female,Dead,2011,2015,4,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +89,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Unknown,19,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,7,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,31,Breast,White,Female,Dead,2011,2016,5,Dead +44,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +66,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2013,2,Dead +39,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +48,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +44,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,7,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,4,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,90,Negative,11,Breast,White,Female,Dead,2011,2015,4,Dead +54,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,8,Breast,White,Female,Dead,2011,2015,4,Dead +49,2,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Intraoperative radiation,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +66,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,90,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,55,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2011,2016,5,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,15,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,29,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,99,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,99,Breast,White,Female,Dead,2011,2012,1,Dead +48,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,Unknown,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +74,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,56,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,6,Alive,White,Male,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,26,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,2,Breast,White,Female,Dead,2011,2014,3,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Alive,White,Male,Alive,2011,2016,5,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,13,Breast,White,Female,Dead,2011,2014,3,Dead +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +72,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,3,Alive,Unknown,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2014,3,Dead +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,0,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,43,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +31,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,10,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,3,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,995,Positive,0,Breast,White,Female,Dead,2011,2013,2,Dead +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,33,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,13,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +38,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,20,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,48,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,55,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +61,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,4,Unknown,0,Other Biliary,White,Female,Dead,2011,2013,2,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Borderline,18,Alive,White,Female,Alive,2011,2016,5,Alive +66,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,3,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2011,2014,3,Dead +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,Unknown,Female,Alive,2011,2016,5,Alive +69,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +33,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +68,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,8,Alive,Black,Female,Alive,2011,2016,5,Alive +86,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,0,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +37,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +92,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,24,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +47,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,46,Negative,9,Breast,White,Female,Dead,2011,2016,5,Dead +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,0,Breast,White,Male,Dead,2011,2014,3,Dead +29,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,2,Pancreas,White,Female,Dead,2011,2014,3,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,8,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Positive,9,Alive,Black,Female,Alive,2011,2016,5,Alive +47,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,60,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Positive,14,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,95,Diseases of Heart,Black,Female,Dead,2011,2015,4,Dead +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +32,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,0,Breast,Black,Female,Dead,2011,2015,4,Dead +82,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,3,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +41,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,38,Positive,24,Alive,White,Female,Alive,2011,2016,5,Alive +77,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,9,Breast,White,Female,Dead,2011,2013,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +35,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +33,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Breast,Black,Female,Dead,2011,2013,2,Dead +76,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,21,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,16,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,81,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +32,1,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,14,Unknown,8,Alive,Black,Female,Alive,2011,2016,5,Alive +82,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,5,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +46,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,7,Breast,White,Female,Dead,2011,2014,3,Dead +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,30,Alive,White,Female,Alive,2011,2016,5,Alive +51,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,31,Positive,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +32,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,56,Negative,1,Alive,Unknown,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +50,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +26,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,13,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2015,4,Dead +46,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,Black,Female,Dead,2011,2014,3,Dead +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,220,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +43,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +34,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,110,Negative,98,Breast,Black,Female,Dead,2011,2012,1,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +94,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +44,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Unknown,98,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +42,8,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Borderline,17,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +57,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,120,Positive,8,Breast,Black,Female,Dead,2011,2013,2,Dead +26,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +27,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,5,Alive,White,Male,Alive,2011,2016,5,Alive +64,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,20,Alive,Black,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,15,Other Cause of Death,Black,Female,Dead,2011,2014,3,Dead +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,1,Breast,White,Female,Dead,2011,2012,1,Dead +46,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,3,State DC not available or state DC available but no COD,Black,Female,Dead,2011,2015,4,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +40,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,13,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Negative,3,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,15,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,66,Negative,17,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,38,Positive,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +49,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,24,Breast,White,Female,Dead,2011,2013,2,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,992,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Borderline,Negative,35,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,110,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +41,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,68,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +82,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,992,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,97,Alive,White,Female,Alive,2011,2016,5,Alive +88,11,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,35,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Male,Alive,2011,2016,5,Alive +55,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,95,Septicemia,Black,Female,Dead,2011,2015,4,Dead +56,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,2,Breast,White,Female,Dead,2011,2015,4,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,36,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,43,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +29,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,109,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,97,Breast,White,Female,Dead,2011,2012,1,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2011,2015,4,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,180,Positive,0,Breast,White,Female,Dead,2011,2013,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Borderline,17,Negative,2,Lung and Bronchus,White,Female,Dead,2011,2015,4,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,49,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Breast,White,Female,Dead,2011,2016,5,Dead +64,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +33,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +21,1,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Borderline,2,Breast,Black,Female,Dead,2011,2015,4,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Male,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,Unknown,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,12,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,14,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +81,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Septicemia,White,Female,Dead,2011,2012,1,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +83,4,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,16,Breast,White,Female,Dead,2011,2011,0,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +69,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,21,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,State DC not available or state DC available but no COD,White,Female,Dead,2011,2015,4,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,97,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,27,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,14,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Negative,3,Breast,White,Female,Dead,2011,2016,5,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,3,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,6,Breast,Black,Female,Dead,2011,2016,5,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Positive,97,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +31,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,33,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2016,5,Dead +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,998,Negative,1,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,85,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2011,2015,4,Dead +64,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Borderline,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,65,Negative,14,Breast,White,Female,Dead,2011,2015,4,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Male,Alive,2011,2016,5,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,32,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,100,Positive,0,Breast,Black,Female,Dead,2011,2016,5,Dead +60,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,3,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,34,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,32,Negative,11,Breast,Black,Female,Dead,2011,2013,2,Dead +76,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,6,Breast,White,Female,Dead,2011,2014,3,Dead +56,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Borderline,0,Breast,White,Female,Dead,2011,2013,2,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Borderline,1,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +38,3,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Borderline,27,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +48,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,94,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,17,Breast,White,Female,Dead,2011,2015,4,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,13,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +44,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,95,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,14,Alive,Black,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +76,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,10,Breast,White,Female,Dead,2011,2013,2,Dead +81,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,59,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +88,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,99,Breast,White,Female,Dead,2011,2013,2,Dead +51,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +30,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,21,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2015,4,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,39,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +91,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2011,2012,1,Dead +53,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,70,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Suicide and Self-Inflicted Injury,White,Female,Dead,2011,2012,1,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +89,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,3,Breast,White,Female,Dead,2011,2013,2,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,45,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +60,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Breast,White,Female,Dead,2011,2012,1,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +26,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,4,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Borderline,2,Alive,Black,Female,Alive,2011,2016,5,Alive +61,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +31,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,996,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Breast,White,Male,Dead,2011,2012,1,Dead +88,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +68,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,9,Breast,White,Female,Dead,2011,2014,3,Dead +35,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,23,Breast,White,Female,Dead,2011,2015,4,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,42,Borderline,99,Accidents and Adverse Effects,White,Female,Dead,2011,2012,1,Dead +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,15,Breast,Black,Female,Dead,2011,2015,4,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,42,Positive,8,Alive,Black,Female,Alive,2011,2016,5,Alive +77,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +58,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +43,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +32,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2011,2013,2,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,37,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +48,99,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +85,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Borderline,7,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,Black,Female,Dead,2011,2014,3,Dead +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2012,1,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +92,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +83,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alive,White,Male,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,6,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,7,Alive,White,Male,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +77,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,20,Septicemia,White,Female,Dead,2011,2016,5,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,28,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +71,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +54,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +82,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,16,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2015,4,Dead +64,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,59,Positive,98,Breast,White,Female,Dead,2011,2016,5,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Urinary Bladder,White,Female,Dead,2011,2016,5,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +82,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +38,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,1,Alive,White,Male,Alive,2011,2016,5,Alive +75,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +54,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +38,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2015,4,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +34,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,150,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +30,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,990,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,120,Borderline,0,Breast,White,Female,Dead,2011,2011,0,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,995,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,43,Positive,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Male,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +64,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,150,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,26,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +37,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2011,2011,0,Dead +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,32,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Other Infectious and Parasitic Diseases including HIV,Black,Female,Dead,2011,2011,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +82,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,44,Negative,9,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +32,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +52,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,29,Alive,Black,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,991,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,6,Breast,White,Female,Dead,2011,2016,5,Dead +42,7,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,1,Breast,White,Female,Dead,2011,2013,2,Dead +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +68,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +59,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Borderline,20,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,19,Breast,White,Female,Dead,2011,2016,5,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +58,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +61,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,130,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,17,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +63,13,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,20,Breast,White,Female,Dead,2011,2016,5,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +53,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,0,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +40,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Positive,1,Septicemia,White,Female,Dead,2011,2014,3,Dead +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +36,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,56,Negative,17,Breast,White,Female,Dead,2011,2015,4,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,14,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2011,2012,1,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,2,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,36,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +35,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,110,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,4,Breast,White,Female,Dead,2011,2016,5,Dead +54,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +68,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Positive,33,Alive,White,Female,Alive,2011,2016,5,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,2,Alive,Black,Female,Alive,2011,2016,5,Alive +88,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,38,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Septicemia,White,Female,Dead,2011,2014,3,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +40,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,999,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,12,Aortic Aneurysm and Dissection,White,Female,Dead,2011,2016,5,Dead +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,8,Breast,White,Female,Dead,2011,2016,5,Dead +63,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Borderline,10,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Diabetes Mellitus,White,Female,Dead,2011,2014,3,Dead +55,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +88,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Lung and Bronchus,White,Female,Dead,2011,2016,5,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,3,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +78,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,3,Breast,White,Female,Dead,2011,2013,2,Dead +70,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,14,Breast,White,Female,Dead,2011,2013,2,Dead +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +87,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,83,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2012,1,Dead +32,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,7,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,3,Breast,White,Female,Dead,2011,2013,2,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +49,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +90,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,5,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +45,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +47,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,3,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,4,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +86,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Borderline,6,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,1,Borderline,3,Alive,Black,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,29,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,0,Lung and Bronchus,White,Female,Dead,2011,2013,2,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +32,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Aortic Aneurysm and Dissection,White,Female,Dead,2011,2012,1,Dead +65,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,123,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,2,Pneumonia and Influenza,White,Female,Dead,2011,2014,3,Dead +47,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +26,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +35,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Lung and Bronchus,White,Female,Dead,2011,2014,3,Dead +57,25,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,94,Negative,33,Breast,White,Female,Dead,2011,2014,3,Dead +66,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,48,Negative,1,Breast,White,Female,Dead,2011,2012,1,Dead +55,9,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,24,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,8,Diseases of Heart,Black,Female,Dead,2011,2013,2,Dead +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,32,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +41,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Positive,12,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,14,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,2,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Negative,24,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,1,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +96,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,99,Breast,White,Female,Dead,2011,2011,0,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Borderline,0,Breast,White,Female,Dead,2011,2011,0,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,Unknown,Female,Alive,2011,2016,5,Alive +49,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,23,Breast,White,Female,Dead,2011,2014,3,Dead +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +34,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +35,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,108,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,4,Breast,White,Female,Dead,2011,2016,5,Dead +47,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +48,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,440,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,75,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,56,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,15,Positive,1,Alive,Unknown,Female,Alive,2011,2016,5,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,98,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,80,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,84,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,Unknown,Female,Alive,2011,2016,5,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,993,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +51,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,21,Alive,Unknown,Female,Alive,2011,2016,5,Alive +50,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2011,0,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2015,4,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,3,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,0,Breast,Black,Female,Dead,2011,2012,1,Dead +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,16,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +54,97,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,62,Positive,97,Alive,White,Female,Alive,2011,2016,5,Alive +26,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,14,Breast,White,Female,Dead,2011,2013,2,Dead +76,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,39,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +85,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2015,4,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,53,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,21,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +42,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,11,Breast,White,Female,Dead,2011,2015,4,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,77,Positive,12,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,42,Negative,2,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +45,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Breast,White,Female,Dead,2011,2012,1,Dead +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +60,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,95,Breast,Black,Female,Dead,2011,2015,4,Dead +78,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,3,Breast,White,Female,Dead,2011,2015,4,Dead +87,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Acute Myeloid Leukemia,White,Female,Dead,2011,2016,5,Dead +64,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2011,2015,4,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,3,Breast,White,Female,Dead,2011,2015,4,Dead +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,3,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Unknown,61,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,31,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,26,Breast,White,Male,Dead,2011,2012,1,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,1,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,10,Breast,White,Female,Dead,2011,2016,5,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,24,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,1,Breast,White,Female,Dead,2011,2013,2,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,33,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,1,Pneumonia and Influenza,White,Female,Dead,2011,2014,3,Dead +71,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +82,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Diabetes Mellitus,Black,Female,Dead,2011,2013,2,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,6,Pneumonia and Influenza,White,Female,Dead,2011,2014,3,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,24,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,993,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +36,99,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,1,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,20,Alive,White,Male,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,22,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,83,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Borderline,5,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,21,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,41,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +64,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,Black,Male,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,992,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +73,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +50,9,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +66,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,40,Negative,1,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Positive,3,Lung and Bronchus,White,Female,Dead,2011,2013,2,Dead +64,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +42,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,170,Negative,11,Breast,Black,Female,Dead,2011,2013,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +48,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Other Cause of Death,White,Male,Dead,2011,2014,3,Dead +75,11,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,32,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Positive,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,3,State DC not available or state DC available but no COD,White,Female,Dead,2011,2013,2,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,991,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,14,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,6,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2011,0,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,Black,Female,Dead,2011,2011,0,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +44,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,6,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +94,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,33,Borderline,2,Breast,White,Female,Dead,2011,2012,1,Dead +52,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,18,Alive,White,Male,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +57,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Borderline,Negative,999,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +24,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,Unknown,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,60,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Unknown,13,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,62,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,42,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,22,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,29,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Borderline,2,Brain and Other Nervous System,White,Female,Dead,2011,2015,4,Dead +28,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Breast,White,Female,Dead,2011,2013,2,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Unknown,1,Breast,White,Female,Dead,2011,2012,1,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,15,Alive,Unknown,Female,Alive,2011,2016,5,Alive +52,14,3,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,20,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2014,3,Dead +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,190,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +78,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,58,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,45,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,990,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,2,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,33,Negative,22,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Unknown,18,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,46,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Positive,17,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +39,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,Unknown,Female,Alive,2011,2016,5,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Borderline,Negative,41,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,28,Septicemia,White,Female,Dead,2011,2014,3,Dead +68,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +77,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,49,Positive,8,Breast,White,Female,Dead,2011,2012,1,Dead +61,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,18,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2011,2015,4,Dead +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,44,Unknown,2,Aortic Aneurysm and Dissection,White,Female,Dead,2011,2015,4,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +66,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +48,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,95,Breast,Black,Female,Dead,2011,2013,2,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,39,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,Unknown,Female,Alive,2011,2016,5,Alive +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +35,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Unknown,15,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +46,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,5,Breast,White,Female,Dead,2012,2016,4,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +89,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2011,2014,3,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,6,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Septicemia,White,Female,Dead,2012,2013,1,Dead +88,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +82,5,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,42,Negative,13,Lung and Bronchus,White,Female,Dead,2012,2014,2,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +45,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,1,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,77,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +64,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,75,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +56,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,995,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,2,Alive,Unknown,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +89,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Unknown,14,Diseases of Heart,White,Male,Dead,2011,2013,2,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,10,Breast,White,Female,Dead,2011,2014,3,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +90,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,Unknown,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,995,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,161,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +63,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,16,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +47,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Borderline,18,Alive,Black,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,4,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,9,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,990,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,68,Positive,1,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,10,Breast,White,Female,Dead,2011,2016,5,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Borderline,Negative,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Borderline,Negative,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,6,Breast,Black,Female,Dead,2011,2014,3,Dead +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,46,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,0,Aortic Aneurysm and Dissection,White,Female,Dead,2011,2014,3,Dead +38,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +35,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Septicemia,White,Female,Dead,2011,2012,1,Dead +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,33,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,6,Unknown,2,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +86,6,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,12,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,71,Unknown,95,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +48,5,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,5,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +32,3,2,Beam radiation,Yes,Radiation after surgery,Negative,Unknown,130,Negative,27,Breast,White,Female,Dead,2011,2013,2,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,2,Breast,White,Female,Dead,2011,2014,3,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,55,Positive,16,Breast,Black,Female,Dead,2011,2015,4,Dead +83,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,30,Negative,1,Pancreas,White,Female,Dead,2011,2012,1,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,State DC not available or state DC available but no COD,White,Female,Dead,2012,2015,3,Dead +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Unknown,0,Lung and Bronchus,White,Female,Dead,2011,2015,4,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Pneumonia and Influenza,White,Female,Dead,2012,2016,4,Dead +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,1,Breast,Black,Female,Dead,2011,2016,5,Dead +55,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,85,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +86,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,18,Breast,White,Female,Dead,2012,2012,0,Dead +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,78,Negative,17,Breast,White,Female,Dead,2012,2014,2,Dead +50,0,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,100,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2014,2,Dead +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,120,Negative,21,Breast,White,Female,Dead,2012,2014,2,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +85,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +80,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,2,Cerebrovascular Diseases,White,Female,Dead,2012,2012,0,Dead +62,4,1,Beam radiation,Yes,Radiation after surgery,Borderline,Negative,999,Negative,32,Alive,White,Female,Alive,2011,2016,5,Alive +83,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,2,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +64,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Lung and Bronchus,White,Female,Dead,2012,2016,4,Dead +77,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Positive,0,Breast,Black,Female,Dead,2012,2013,1,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,16,Negative,2,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,27,Negative,2,Lung and Bronchus,White,Female,Dead,2012,2015,3,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Unknown,0,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +55,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,8,Breast,Black,Female,Dead,2012,2015,3,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,0,Breast,Black,Female,Dead,2012,2014,2,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +49,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,11,Breast,Black,Female,Dead,2012,2016,4,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Borderline,3,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +76,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,993,Negative,3,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +84,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Unknown,99,Cerebrovascular Diseases,White,Female,Dead,2011,2012,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2014,2,Dead +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Borderline,1,State DC not available or state DC available but no COD,White,Female,Dead,2012,2015,3,Dead +81,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,15,Breast,White,Female,Dead,2012,2014,2,Dead +89,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,995,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,0,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +36,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,9,Breast,White,Female,Dead,2012,2016,4,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2011,2011,0,Dead +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,6,Other Cause of Death,Black,Female,Dead,2012,2016,4,Dead +46,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,0,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2012,0,Dead +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2014,2,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,0,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,75,Negative,0,Breast,Black,Female,Dead,2012,2012,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Aortic Aneurysm and Dissection,Black,Female,Dead,2012,2013,1,Dead +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +82,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Positive,21,Alive,White,Female,Alive,2011,2016,5,Alive +61,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Borderline,95,Breast,White,Female,Dead,2012,2013,1,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,230,Positive,97,Breast,Black,Female,Dead,2012,2016,4,Dead +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +58,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,32,Unknown,99,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2012,2,Dead +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2012,2012,0,Dead +40,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Positive,2,Breast,White,Female,Dead,2012,2015,3,Dead +89,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Stomach,White,Female,Dead,2012,2014,2,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,82,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,995,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +69,15,2,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,50,Unknown,20,Breast,White,Female,Dead,2012,2015,3,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,115,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +33,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +60,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,9,Breast,White,Female,Dead,2012,2016,4,Dead +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,6,Breast,White,Female,Dead,2012,2016,4,Dead +79,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,6,Breast,White,Female,Dead,2012,2014,2,Dead +57,98,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +74,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,14,Breast,White,Female,Dead,2012,2012,0,Dead +59,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,180,Unknown,9,Melanoma of the Skin,White,Female,Dead,2012,2014,2,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +66,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Positive,6,Breast,White,Female,Dead,2012,2014,2,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +30,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,150,Negative,1,Breast,White,Female,Dead,2012,2015,3,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Unknown,0,Breast,White,Female,Dead,2012,2014,2,Dead +82,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,62,Negative,14,Pneumonia and Influenza,White,Female,Dead,2012,2014,2,Dead +54,31,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,31,Breast,White,Female,Dead,2012,2013,1,Dead +81,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,10,Breast,White,Female,Dead,2012,2014,2,Dead +93,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Rectum and Rectosigmoid Junction,White,Female,Dead,2012,2015,3,Dead +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,5,Breast,White,Female,Dead,2012,2016,4,Dead +51,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,63,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +69,0,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,4,Breast,White,Female,Dead,2012,2013,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +49,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,23,Breast,White,Female,Dead,2012,2016,4,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +44,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,29,Negative,11,Breast,Black,Female,Dead,2012,2014,2,Dead +69,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,19,Diseases of Heart,Black,Female,Dead,2012,2016,4,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Intrahepatic Bile Duct,White,Female,Dead,2012,2014,2,Dead +94,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2012,2014,2,Dead +93,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2011,0,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +92,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +96,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +88,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2011,1,Dead +71,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,0,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +61,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2012,2014,2,Dead +82,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +92,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2011,0,Dead +77,1,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,13,Breast,White,Female,Dead,2012,2015,3,Dead +56,99,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Positive,99,Breast,Black,Female,Dead,2012,2012,0,Dead +68,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,59,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +31,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,15,Breast,White,Female,Dead,2012,2013,1,Dead +67,0,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Positive,Positive,20,Positive,1,Breast,White,Female,Dead,2012,2016,4,Dead +88,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,97,Breast,White,Female,Dead,2012,2014,2,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,1,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +74,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,91,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +63,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,89,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +55,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,95,Breast,White,Female,Dead,2012,2013,1,Dead +88,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,30,Negative,2,Breast,White,Female,Dead,2012,2015,3,Dead +78,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2012,2015,3,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Male,Dead,2012,2015,3,Dead +81,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,2,Breast,White,Female,Dead,2012,2014,2,Dead +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,5,State DC not available or state DC available but no COD,White,Female,Dead,2012,2013,1,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2014,2,Dead +65,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,42,Negative,95,Breast,White,Female,Dead,2012,2012,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Diabetes Mellitus,White,Female,Dead,2012,2012,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Borderline,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +60,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,White,Female,Dead,2012,2014,2,Dead +40,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,57,Negative,3,Breast,White,Female,Dead,2012,2014,2,Dead +88,2,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Borderline,12,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +58,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2012,2012,0,Dead +62,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,99,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2012,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Diseases of Heart,Black,Female,Dead,2012,2013,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,1,Breast,Black,Female,Dead,2012,2013,1,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +74,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,9,Breast,White,Female,Dead,2012,2015,3,Dead +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,2,Diseases of Heart,Black,Female,Dead,2012,2013,1,Dead +78,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +52,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,51,Negative,8,Breast,Black,Female,Dead,2012,2013,1,Dead +50,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Positive,10,Breast,White,Female,Dead,2012,2016,4,Dead +75,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Diseases of Heart,Black,Female,Dead,2012,2013,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,Black,Female,Dead,2011,2013,2,Dead +91,6,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,22,Breast,White,Female,Dead,2012,2015,3,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,42,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Positive,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2013,1,Dead +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,6,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +74,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,State DC not available or state DC available but no COD,White,Female,Dead,2012,2014,2,Dead +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,13,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +28,30,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,75,Negative,31,Breast,White,Female,Dead,2012,2014,2,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Breast,Black,Female,Dead,2010,2015,5,Dead +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,1,Negative,15,Breast,Black,Female,Dead,2012,2014,2,Dead +73,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,14,Breast,White,Female,Dead,2012,2014,2,Dead +86,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +93,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2011,0,Dead +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,54,Negative,1,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Ovary,White,Female,Dead,2012,2016,4,Dead +47,95,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,95,Breast,White,Female,Dead,2012,2016,4,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +33,8,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,9,Breast,White,Female,Dead,2012,2015,3,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Diseases of Heart,Black,Female,Dead,2012,2015,3,Dead +53,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,27,Positive,95,Breast,White,Female,Dead,2012,2014,2,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Borderline,0,Breast,Black,Female,Dead,2012,2012,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,32,Positive,0,Atherosclerosis,White,Female,Dead,2012,2015,3,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +89,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2016,4,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Hypertension without Heart Disease,White,Female,Dead,2012,2016,4,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,140,Positive,0,Breast,Black,Female,Dead,2012,2012,0,Dead +79,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +61,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +39,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +45,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,5,Breast,White,Female,Dead,2012,2015,3,Dead +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,6,Positive,3,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +59,12,3,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,12,Acute Myeloid Leukemia,White,Female,Dead,2012,2014,2,Dead +71,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +38,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,991,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +39,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,95,Breast,Black,Female,Dead,2012,2014,2,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +57,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Positive,2,Breast,White,Female,Dead,2012,2013,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2011,1,Dead +51,19,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Unknown,20,Breast,White,Female,Dead,2012,2015,3,Dead +55,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +29,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,4,Breast,White,Female,Dead,2012,2014,2,Dead +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,90,Unknown,2,Esophagus,White,Female,Dead,2012,2016,4,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +48,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,105,Negative,14,Breast,White,Female,Dead,2012,2013,1,Dead +84,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2012,2016,4,Dead +87,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,2,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +45,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,4,Kidney and Renal Pelvis,White,Female,Dead,2012,2015,3,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,0,Breast,Black,Female,Dead,2012,2013,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +42,21,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,105,Negative,25,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +78,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,38,Unknown,3,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2013,1,Dead +60,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,2,Breast,White,Female,Dead,2012,2016,4,Dead +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,991,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Positive,24,Breast,White,Female,Dead,2012,2015,3,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +64,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +78,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Borderline,2,Lung and Bronchus,White,Female,Dead,2012,2015,3,Dead +80,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,3,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +65,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,1,Negative,0,Ovary,White,Female,Dead,2012,2016,4,Dead +68,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +39,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,95,Breast,White,Female,Dead,2012,2013,1,Dead +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,0,Breast,Black,Female,Dead,2012,2012,0,Dead +85,17,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,80,Negative,18,Breast,White,Female,Dead,2012,2014,2,Dead +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,13,Breast,White,Female,Dead,2012,2016,4,Dead +54,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +87,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,49,Positive,0,Cerebrovascular Diseases,White,Female,Dead,2012,2013,1,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +34,98,3,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +57,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,99,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +48,0,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,40,Negative,2,Breast,White,Female,Dead,2012,2013,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +86,95,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,95,Colon excluding Rectum,White,Female,Dead,2012,2015,3,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Aortic Aneurysm and Dissection,White,Female,Dead,2012,2015,3,Dead +80,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Breast,White,Female,Dead,2012,2016,4,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2014,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2012,2012,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,33,Negative,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +86,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,3,Breast,White,Female,Dead,2012,2015,3,Dead +59,11,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,16,State DC not available or state DC available but no COD,White,Female,Dead,2012,2015,3,Dead +87,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,995,Positive,95,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +68,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,15,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2012,2013,1,Dead +53,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,33,Breast,White,Female,Dead,2012,2016,4,Dead +35,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,20,Breast,White,Female,Dead,2012,2016,4,Dead +85,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2014,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,5,Acute Myeloid Leukemia,White,Female,Dead,2012,2014,2,Dead +67,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,998,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +83,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Positive,1,Breast,White,Female,Dead,2012,2015,3,Dead +73,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2013,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +62,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Positive,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +66,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,98,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2016,4,Dead +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,4,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,1,Breast,White,Female,Dead,2012,2015,3,Dead +54,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,97,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +95,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +63,16,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,16,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,1,Breast,Black,Female,Dead,2012,2016,4,Dead +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,14,Breast,White,Female,Dead,2012,2014,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,3,Breast,White,Female,Dead,2012,2013,1,Dead +83,14,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,20,Non-Hodgkin Lymphoma,White,Female,Dead,2012,2016,4,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,0,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +75,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Borderline,0,Breast,Black,Female,Dead,2012,2013,1,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +52,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,993,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,2,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,4,Breast,Black,Female,Dead,2012,2014,2,Dead +76,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,11,Other Cause of Death,Black,Female,Dead,2012,2015,3,Dead +78,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +92,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Breast,White,Female,Dead,2012,2015,3,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,45,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,1,Other Cause of Death,Black,Female,Dead,2012,2016,4,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Lung and Bronchus,White,Female,Dead,2012,2013,1,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2015,3,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,2,State DC not available or state DC available but no COD,White,Female,Dead,2012,2016,4,Dead +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2014,2,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,0,Cerebrovascular Diseases,Black,Female,Dead,2012,2012,0,Dead +73,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,52,Positive,95,Breast,White,Female,Dead,2012,2014,2,Dead +43,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +56,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,9,Breast,White,Female,Dead,2012,2015,3,Dead +89,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,5,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +78,25,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Positive,31,Breast,White,Female,Dead,2012,2013,1,Dead +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Esophagus,White,Female,Dead,2012,2016,4,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Breast,White,Female,Dead,2012,2016,4,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Septicemia,White,Female,Dead,2012,2013,1,Dead +79,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Negative,20,Breast,White,Female,Dead,2012,2014,2,Dead +59,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +73,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Positive,0,Lung and Bronchus,White,Female,Dead,2012,2013,1,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,0,Cerebrovascular Diseases,White,Female,Dead,2012,2013,1,Dead +69,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,45,Negative,20,Breast,White,Female,Dead,2012,2016,4,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +29,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,30,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +58,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,98,Breast,White,Female,Dead,2010,2013,3,Dead +91,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +80,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,83,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +31,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,18,Accidents and Adverse Effects,White,Female,Dead,2013,2016,3,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2013,0,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +59,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,44,Positive,0,Breast,White,Female,Dead,2013,2016,3,Dead +58,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Positive,15,Breast,Black,Female,Dead,2013,2015,2,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,59,Negative,0,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2013,2013,0,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,41,Positive,0,Septicemia,White,Female,Dead,2013,2014,1,Dead +85,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,13,Diseases of Heart,Black,Female,Dead,2013,2016,3,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,21,Breast,White,Female,Dead,2013,2015,2,Dead +30,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,95,Breast,White,Female,Dead,2013,2013,0,Dead +31,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,31,Breast,White,Female,Dead,2013,2015,2,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +51,16,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,18,Breast,White,Female,Dead,2013,2016,3,Dead +48,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Septicemia,White,Female,Dead,2013,2015,2,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,13,Lung and Bronchus,White,Female,Dead,2013,2015,2,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Positive,10,Hypertension without Heart Disease,White,Female,Dead,2013,2016,3,Dead +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2013,0,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,33,Positive,0,Breast,White,Female,Dead,2013,2013,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2013,2015,2,Dead +66,18,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,20,Breast,White,Female,Dead,2013,2015,2,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2013,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2014,1,Dead +50,19,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,19,Breast,White,Female,Dead,2013,2014,1,Dead +38,2,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Negative,80,Negative,9,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2015,2,Dead +51,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,11,Lung and Bronchus,Black,Female,Dead,2013,2015,2,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,100,Unknown,0,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2013,2013,0,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Breast,Black,Female,Dead,2013,2016,3,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Liver,Black,Female,Dead,2013,2014,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +62,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,95,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Negative,0,Septicemia,White,Female,Dead,2013,2013,0,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +54,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,15,Breast,White,Female,Dead,2013,2016,3,Dead +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,2,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,9,Breast,White,Female,Dead,2013,2014,1,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,1,State DC not available or state DC available but no COD,White,Female,Dead,2013,2015,2,Dead +50,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,95,Septicemia,Black,Female,Dead,2013,2016,3,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,0,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +72,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,5,Breast,White,Female,Dead,2013,2016,3,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,26,Negative,2,Breast,White,Female,Dead,2013,2014,1,Dead +52,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +63,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,95,Breast,Black,Female,Dead,2012,2014,2,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,12,Breast,White,Female,Dead,2013,2015,2,Dead +69,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Negative,6,Breast,White,Female,Dead,2013,2014,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Hypertension without Heart Disease,White,Female,Dead,2013,2014,1,Dead +87,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,3,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +66,0,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,95,Lung and Bronchus,White,Female,Dead,2013,2014,1,Dead +65,3,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,16,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,7,Other Cause of Death,Black,Female,Dead,2013,2014,1,Dead +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,1,Breast,Black,Female,Dead,2013,2014,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Unknown,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +61,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,24,Breast,Black,Female,Dead,2013,2015,2,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,0,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +90,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,43,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +50,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,12,State DC not available or state DC available but no COD,White,Female,Dead,2013,2015,2,Dead +94,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,48,Borderline,1,Breast,White,Female,Dead,2013,2014,1,Dead +59,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +81,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,49,Borderline,95,Breast,White,Female,Dead,2013,2013,0,Dead +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Acute Myeloid Leukemia,White,Female,Dead,2013,2015,2,Dead +25,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,0,Breast,Black,Female,Dead,2013,2013,0,Dead +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +93,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,1,Breast,White,Female,Dead,2013,2015,2,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2014,1,Dead +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Ovary,White,Female,Dead,2013,2016,3,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,2,Breast,White,Female,Dead,2013,2015,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2013,2013,0,Dead +84,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,9,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +84,16,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Positive,19,Breast,White,Female,Dead,2013,2015,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,5,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2013,0,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,84,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +80,12,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,100,Positive,15,Lung and Bronchus,White,Female,Dead,2013,2015,2,Dead +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,2,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2016,3,Dead +57,20,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,20,Cerebrovascular Diseases,White,Female,Dead,2013,2016,3,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +39,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,85,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +42,32,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,32,Breast,White,Female,Dead,2013,2015,2,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +52,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Unknown,2,Brain and Other Nervous System,White,Female,Dead,2013,2016,3,Dead +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,2,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Unknown,22,Negative,0,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,135,Negative,0,Other Cause of Death,Black,Female,Dead,2013,2013,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +90,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,105,Negative,2,Breast,White,Female,Dead,2013,2014,1,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +58,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,95,Breast,White,Female,Dead,2013,2013,0,Dead +91,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +89,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,3,Accidents and Adverse Effects,Black,Female,Dead,2013,2016,3,Dead +75,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,59,Borderline,2,Breast,White,Female,Dead,2013,2014,1,Dead +57,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,95,Breast,White,Female,Dead,2013,2013,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +91,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2012,1,Dead +81,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Accidents and Adverse Effects,White,Female,Dead,2010,2012,2,Dead +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,5,Breast,White,Female,Dead,2013,2016,3,Dead +52,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,6,Breast,White,Female,Dead,2013,2015,2,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,998,Positive,0,Breast,Black,Female,Dead,2013,2014,1,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,0,Breast,Black,Female,Dead,2013,2016,3,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,6,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2014,1,Dead +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Pneumonia and Influenza,White,Female,Dead,2013,2016,3,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2016,3,Dead +83,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2012,0,Dead +41,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,5,Breast,Black,Female,Dead,2013,2015,2,Dead +32,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +43,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,8,Breast,White,Female,Dead,2013,2016,3,Dead +47,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,1,Stomach,White,Female,Dead,2013,2016,3,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +86,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,17,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +84,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Acute Myeloid Leukemia,White,Female,Dead,2013,2016,3,Dead +76,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,9,Breast,White,Female,Dead,2012,2014,2,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Breast,White,Female,Dead,2013,2014,1,Dead +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2012,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Breast,White,Female,Dead,2013,2016,3,Dead +83,95,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,60,Positive,95,Breast,Black,Female,Dead,2013,2014,1,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,12,Breast,Black,Female,Dead,2012,2014,2,Dead +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,59,Negative,1,Breast,Black,Female,Dead,2013,2016,3,Dead +42,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,75,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +37,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,9,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +27,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,49,Negative,3,Breast,White,Female,Dead,2013,2014,1,Dead +77,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,99,Breast,White,Female,Dead,2013,2014,1,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,State DC not available or state DC available but no COD,White,Female,Dead,2010,2014,4,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Pneumonia and Influenza,White,Female,Dead,2013,2014,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2013,0,Dead +90,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,95,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2013,0,Dead +81,1,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Positive,1,Breast,White,Female,Dead,2013,2013,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,85,Unknown,0,Acute Myeloid Leukemia,White,Female,Dead,2013,2014,1,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,Black,Female,Dead,2013,2013,0,Dead +88,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Breast,White,Female,Dead,2013,2015,2,Dead +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,7,Breast,Black,Female,Dead,2013,2016,3,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Borderline,0,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +90,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,1,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,State DC not available or state DC available but no COD,White,Female,Dead,2011,2015,4,Dead +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2016,3,Dead +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,1,Breast,Black,Female,Dead,2013,2014,1,Dead +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Breast,White,Female,Dead,2013,2016,3,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +36,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,16,Negative,11,Breast,White,Female,Dead,2013,2015,2,Dead +77,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,270,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +68,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2013,2014,1,Dead +59,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,1,Soft Tissue including Heart,White,Female,Dead,2013,2016,3,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +53,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,46,Positive,0,Breast,White,Female,Dead,2013,2016,3,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Breast,Black,Female,Dead,2013,2013,0,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2013,0,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2014,2014,0,Dead +64,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,Black,Female,Dead,2013,2013,0,Dead +75,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,2,Breast,White,Female,Dead,2013,2015,2,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +58,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,16,Breast,White,Female,Dead,2013,2013,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Lung and Bronchus,White,Female,Dead,2013,2013,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Other Cause of Death,Black,Female,Dead,2013,2014,1,Dead +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,1,Lung and Bronchus,White,Female,Dead,2013,2016,3,Dead +57,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,95,Breast,White,Female,Dead,2013,2016,3,Dead +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,4,Breast,White,Female,Dead,2013,2014,1,Dead +86,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,95,State DC not available or state DC available but no COD,White,Female,Dead,2013,2015,2,Dead +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,9,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +75,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Borderline,1,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2015,2,Dead +27,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,95,Breast,White,Female,Dead,2013,2015,2,Dead +77,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,21,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +64,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +65,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,65,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +70,95,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,999,Negative,95,Lung and Bronchus,White,Female,Dead,2013,2013,0,Dead +41,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +81,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Breast,White,Female,Dead,2013,2015,2,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,90,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,26,Negative,0,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +33,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Positive,0,Breast,White,Female,Dead,2013,2016,3,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,83,Negative,3,Breast,White,Female,Dead,2013,2015,2,Dead +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,1,Breast,Black,Female,Dead,2013,2016,3,Dead +80,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,11,Breast,White,Female,Dead,2013,2015,2,Dead +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,0,Breast,Black,Female,Dead,2013,2013,0,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2013,2016,3,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,30,Negative,9,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2014,1,Dead +59,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,2,Breast,White,Female,Dead,2013,2013,0,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,1,Breast,White,Female,Dead,2013,2013,0,Dead +89,13,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,70,Positive,21,Septicemia,White,Female,Dead,2013,2015,2,Dead +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,12,Alive,Black,Female,Alive,2010,2016,6,Alive +48,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Positive,95,Breast,White,Female,Dead,2013,2014,1,Dead +37,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Borderline,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,2,Other Cause of Death,White,Male,Dead,2013,2014,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2013,2015,2,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,32,Borderline,0,Breast,White,Female,Dead,2013,2016,3,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,75,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,991,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +35,97,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,165,Negative,97,Breast,White,Female,Dead,2013,2014,1,Dead +59,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,98,Breast,White,Female,Dead,2011,2014,3,Dead +31,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,79,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +60,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,8,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2014,2016,2,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Diseases of Heart,White,Male,Dead,2014,2015,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Positive,0,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +93,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Positive,95,Breast,Black,Female,Dead,2014,2016,2,Dead +73,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +52,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,15,Breast,Black,Female,Dead,2014,2016,2,Dead +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,6,Breast,White,Female,Dead,2014,2016,2,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +51,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,100,Unknown,0,Breast,Black,Female,Dead,2014,2014,0,Dead +94,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,1,Breast,Black,Female,Dead,2014,2014,0,Dead +54,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,20,Breast,Black,Female,Dead,2014,2015,1,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,8,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,Unknown,Female,Dead,2014,2014,0,Dead +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,3,Breast,White,Female,Dead,2014,2015,1,Dead +43,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,17,Breast,White,Female,Dead,2014,2015,1,Dead +86,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Positive,95,Breast,White,Female,Dead,2014,2016,2,Dead +43,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2014,2016,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +54,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,125,Positive,7,Breast,White,Female,Dead,2014,2014,0,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +80,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,30,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2014,2014,0,Dead +88,98,4,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Pancreas,White,Female,Dead,2014,2016,2,Dead +60,98,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +55,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,49,Positive,95,Breast,White,Female,Dead,2014,2016,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,1,Septicemia,White,Female,Dead,2014,2016,2,Dead +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,1,Breast,Black,Female,Dead,2014,2016,2,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +61,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,18,Breast,White,Female,Dead,2014,2016,2,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,8,Breast,White,Female,Dead,2014,2014,0,Dead +84,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,5,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,47,Negative,4,Breast,White,Female,Dead,2014,2015,1,Dead +70,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,5,Breast,White,Female,Dead,2013,2016,3,Dead +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,2,Breast,White,Female,Dead,2014,2016,2,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,130,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +60,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,6,Acute Myeloid Leukemia,White,Female,Dead,2013,2015,2,Dead +58,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,73,Negative,2,Breast,White,Female,Dead,2014,2016,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,29,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,76,Negative,1,Breast,Black,Female,Dead,2014,2016,2,Dead +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Breast,White,Female,Dead,2014,2014,0,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,45,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +78,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2014,2016,2,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +60,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,95,Lung and Bronchus,White,Female,Dead,2013,2015,2,Dead +43,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +56,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +63,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,0,State DC not available or state DC available but no COD,Unknown,Female,Dead,2014,2015,1,Dead +79,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,989,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +58,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,25,Breast,White,Female,Dead,2014,2016,2,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,995,Positive,1,Breast,White,Female,Dead,2014,2015,1,Dead +83,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +81,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,45,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Lung and Bronchus,White,Female,Dead,2014,2015,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Borderline,0,Breast,White,Female,Dead,2014,2014,0,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2014,2015,1,Dead +90,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,4,Breast,White,Female,Dead,2014,2015,1,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,7,Diabetes Mellitus,White,Male,Dead,2014,2016,2,Dead +70,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Lung and Bronchus,White,Female,Dead,2014,2016,2,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,995,Positive,98,Alive,Black,Female,Alive,2011,2016,5,Alive +49,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,95,Breast,White,Female,Dead,2014,2016,2,Dead +60,15,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,98,Negative,20,Other Cause of Death,Black,Female,Dead,2014,2016,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Septicemia,White,Female,Dead,2014,2016,2,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +46,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,1,Breast,White,Female,Dead,2014,2016,2,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Unknown,1,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +69,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,43,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,6,Diseases of Heart,Black,Female,Dead,2014,2016,2,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,1,Breast,Black,Female,Dead,2014,2015,1,Dead +67,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,995,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +47,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,46,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +56,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,28,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +50,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +90,15,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,19,Breast,White,Female,Dead,2014,2015,1,Dead +60,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,57,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +44,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,6,Accidents and Adverse Effects,White,Female,Dead,2014,2014,0,Dead +93,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +45,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2013,3,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +82,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2013,1,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Breast,White,Female,Dead,2014,2015,1,Dead +52,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,98,Breast,White,Female,Dead,2014,2014,0,Dead +70,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,18,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2014,2016,2,Dead +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +75,0,3,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,3,Non-Hodgkin Lymphoma,White,Female,Dead,2014,2016,2,Dead +47,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,59,Positive,95,Breast,White,Female,Dead,2014,2015,1,Dead +74,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,16,Breast,White,Female,Dead,2013,2015,2,Dead +51,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +81,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,75,Positive,7,Breast,White,Female,Dead,2014,2016,2,Dead +79,2,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,8,Ovary,Black,Female,Dead,2014,2016,2,Dead +64,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +93,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,10,Breast,White,Female,Dead,2014,2016,2,Dead +95,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2013,3,Dead +64,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Borderline,995,Negative,0,Pancreas,White,Female,Dead,2014,2016,2,Dead +59,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,44,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,16,Unknown,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +61,19,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,21,Accidents and Adverse Effects,White,Female,Dead,2014,2016,2,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +62,4,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,130,Negative,18,Alive,Unknown,Female,Alive,2010,2015,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +86,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,5,Breast,White,Female,Dead,2014,2016,2,Dead +81,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,0,Breast,White,Female,Dead,2014,2016,2,Dead +88,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,48,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +82,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,0,Breast,Black,Female,Dead,2014,2016,2,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Pneumonia and Influenza,White,Female,Dead,2014,2014,0,Dead +52,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,27,Pneumonia and Influenza,Unknown,Female,Dead,2014,2016,2,Dead +54,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,81,Negative,17,Accidents and Adverse Effects,Black,Female,Dead,2014,2015,1,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,98,Breast,White,Female,Dead,2014,2014,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Pancreas,White,Female,Dead,2014,2015,1,Dead +83,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,12,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +66,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2013,2,Dead +83,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,35,Negative,5,State DC not available or state DC available but no COD,Black,Female,Dead,2014,2016,2,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Unknown,0,Liver,White,Female,Dead,2014,2014,0,Dead +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +77,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,0,Lung and Bronchus,White,Female,Dead,2014,2014,0,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2014,0,Dead +83,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,63,Unknown,99,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +79,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,43,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +46,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,43,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,119,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +54,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +90,95,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,27,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,7,Breast,Black,Female,Dead,2014,2016,2,Dead +77,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,Black,Female,Dead,2014,2016,2,Dead +75,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,992,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +43,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Positive,3,Breast,White,Female,Dead,2014,2016,2,Dead +48,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +54,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,State DC not available or state DC available but no COD,White,Female,Dead,2014,2016,2,Dead +57,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Positive,95,Breast,White,Female,Dead,2014,2016,2,Dead +50,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +71,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Borderline,Borderline,25,Negative,2,State DC not available or state DC available but no COD,White,Female,Dead,2014,2015,1,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2014,2015,1,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,2,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diabetes Mellitus,White,Female,Dead,2014,2015,1,Dead +93,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,54,Positive,0,Breast,White,Female,Dead,2014,2016,2,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +90,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,1,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +55,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,98,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2016,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,48,Negative,3,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +69,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2014,2016,2,Dead +78,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,68,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +85,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +63,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Acute Myeloid Leukemia,White,Female,Dead,2014,2015,1,Dead +62,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,0,Unknown,22,Lung and Bronchus,White,Female,Dead,2014,2015,1,Dead +76,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,95,Diabetes Mellitus,White,Female,Dead,2014,2015,1,Dead +76,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,55,Negative,0,Breast,White,Male,Dead,2014,2016,2,Dead +73,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,51,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +83,16,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,63,Negative,21,Breast,White,Female,Dead,2014,2015,1,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,56,Unknown,0,Breast,White,Female,Dead,2014,2016,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Septicemia,White,Female,Dead,2014,2016,2,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Borderline,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +40,13,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,16,Breast,White,Female,Dead,2011,2016,5,Dead +64,14,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,18,Breast,White,Female,Dead,2014,2015,1,Dead +66,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +82,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Positive,99,Breast,White,Female,Dead,2012,2014,2,Dead +54,99,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2011,2016,5,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +64,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,22,Alive,Black,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Breast,Black,Female,Dead,2012,2015,3,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,220,Unknown,0,Septicemia,White,Female,Dead,2014,2014,0,Dead +49,12,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +99,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,0,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +38,95,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,60,Negative,95,Breast,Black,Female,Dead,2015,2015,0,Dead +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,992,Negative,98,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2015,1,Dead +71,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,10,Breast,White,Female,Dead,2015,2015,0,Dead +50,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,95,Breast,Black,Female,Dead,2015,2016,1,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,3,Miscellaneous Malignant Cancer,Black,Female,Dead,2015,2016,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,4,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,3,Breast,Black,Female,Dead,2015,2016,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +51,95,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,41,Negative,95,Breast,Black,Female,Dead,2015,2016,1,Dead +33,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Other Cause of Death,Black,Female,Dead,2015,2015,0,Dead +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,90,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +90,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2014,3,Dead +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Negative,0,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +92,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2014,3,Dead +42,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,10,Unknown,0,Breast,Black,Female,Dead,2014,2016,2,Dead +58,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +49,99,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Diseases of Heart,Unknown,Female,Dead,2015,2015,0,Dead +73,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +75,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +51,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,95,Breast,Black,Female,Dead,2015,2016,1,Dead +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Borderline,0,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +58,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,120,Negative,10,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +62,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,13,Positive,2,Breast,White,Female,Dead,2015,2016,1,Dead +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2015,2015,0,Dead +48,19,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,19,Breast,Black,Female,Dead,2015,2016,1,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,92,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Borderline,0,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +94,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,15,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,80,Positive,18,Breast,White,Female,Dead,2015,2016,1,Dead +83,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +96,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +93,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2014,1,Dead +95,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2014,1,Dead +85,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,3,Breast,White,Female,Dead,2015,2016,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,43,Unknown,0,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2015,2016,1,Dead +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Positive,0,Myeloma,White,Female,Dead,2015,2016,1,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,2,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +35,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,7,Breast,Unknown,Female,Dead,2015,2015,0,Dead +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,160,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +77,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,1,Pancreas,White,Female,Dead,2015,2015,0,Dead +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2015,2016,1,Dead +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +51,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,42,Negative,9,Other Cause of Death,Black,Female,Dead,2015,2016,1,Dead +80,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,1,Breast,White,Female,Dead,2015,2015,0,Dead +84,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,2,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +52,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +99,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2013,2014,1,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Diabetes Mellitus,White,Female,Dead,2015,2015,0,Dead +73,32,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,46,Breast,White,Female,Dead,2015,2015,0,Dead +31,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2015,2015,0,Dead +48,3,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,10,Positive,11,Alive,Black,Female,Alive,2010,2016,6,Alive +72,24,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,120,Negative,24,Breast,White,Female,Dead,2011,2016,5,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2015,2015,0,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2015,2016,1,Dead +86,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,1,Breast,White,Female,Dead,2015,2015,0,Dead +84,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +43,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,0,Breast,White,Male,Dead,2015,2016,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Positive,0,Accidents and Adverse Effects,White,Female,Dead,2015,2016,1,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +65,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,18,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Tuberculosis,Black,Female,Dead,2015,2016,1,Dead +57,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,10,Breast,White,Female,Dead,2015,2016,1,Dead +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Alive,Unknown,Female,Alive,2011,2016,5,Alive +46,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2015,2016,1,Dead +62,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Borderline,99,Breast,White,Female,Dead,2015,2016,1,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Positive,6,Breast,White,Female,Dead,2015,2015,0,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,83,Negative,0,Cerebrovascular Diseases,Black,Female,Dead,2015,2016,1,Dead +82,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +92,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2015,1,Dead +91,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2015,3,Dead +82,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2015,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +86,99,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,99,Breast,White,Female,Dead,2011,2015,4,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2015,5,Dead +75,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Positive,3,Breast,White,Female,Dead,2014,2015,1,Dead +82,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +85,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +64,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2015,2015,0,Dead +78,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2015,4,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,32,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2015,2,Dead +99,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +84,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2015,5,Dead +82,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +98,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Cerebrovascular Diseases,White,Female,Dead,2015,2015,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,33,Unknown,0,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +45,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,998,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +24,99,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Unknown,Female,Dead,2014,2015,1,Dead +66,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Accidents and Adverse Effects,White,Female,Dead,2016,2016,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +57,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,0,Breast,Black,Female,Dead,2016,2016,0,Dead +42,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,0,Breast,White,Female,Dead,2016,2016,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Borderline,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2016,2016,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Diabetes Mellitus,White,Female,Dead,2016,2016,0,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Septicemia,White,Female,Dead,2016,2016,0,Dead +90,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,White,Female,Dead,2016,2016,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Positive,0,Breast,White,Female,Dead,2016,2016,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2016,2016,0,Dead +87,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,0,Breast,White,Female,Dead,2016,2016,0,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +55,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +69,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Diabetes Mellitus,White,Female,Dead,2016,2016,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Unknown,0,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +60,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,Black,Female,Alive,2010,2016,6,Alive +96,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2016,1,Dead +92,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2016,1,Dead +82,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,0,Miscellaneous Malignant Cancer,White,Female,Dead,2016,2016,0,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,20,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Lung and Bronchus,White,Female,Dead,2016,2016,0,Dead +62,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +80,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +87,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2016,1,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2016,2016,0,Dead +80,99,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,White,Female,Dead,2016,2016,0,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +68,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Hypertension without Heart Disease,White,Female,Dead,2015,2016,1,Dead +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,98,Breast,White,Female,Dead,2013,2016,3,Dead +93,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,White,Female,Dead,2016,2016,0,Dead +41,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2016,6,Alive +74,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Diseases of Heart,Black,Female,Dead,2015,2016,1,Dead +47,99,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2016,6,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,65,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +88,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +94,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2016,2016,0,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diabetes Mellitus,White,Female,Dead,2014,2016,2,Dead +79,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2016,3,Dead +94,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2016,3,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +63,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2016,3,Dead +94,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2016,2016,0,Dead +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,23,Positive,1,Pneumonia and Influenza,Black,Female,Dead,2013,2016,3,Dead +88,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,82,Negative,9,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,3,Other Cause of Death,Black,Female,Dead,2010,2015,5,Dead +68,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,32,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Positive,33,Breast,White,Female,Dead,2010,2016,6,Alive +74,19,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,38,Breast,White,Female,Dead,2012,2016,4,Dead +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +41,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,140,Positive,0,Alive,Black,Female,Alive,2010,2016,6,Alive +75,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,145,Negative,97,Breast,White,Female,Dead,2011,2013,2,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +35,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,7,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2013,3,Dead +56,0,2,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,6,Unknown,1,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2015,4,Dead +36,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,7,Breast,White,Female,Dead,2012,2016,4,Dead +53,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2012,2012,0,Dead +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,3,Negative,15,Breast,Black,Female,Dead,2010,2012,2,Dead +48,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Lung and Bronchus,White,Female,Dead,2012,2015,3,Dead +42,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,120,Negative,4,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2013,1,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,29,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,3,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Positive,9,Alive,Black,Female,Alive,2010,2016,6,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,State DC not available or state DC available but no COD,White,Female,Dead,2012,2015,3,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,95,Miscellaneous Malignant Cancer,Black,Female,Dead,2010,2014,4,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,26,Negative,4,Breast,White,Female,Dead,2010,2015,5,Dead +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,993,Unknown,13,Alive,White,Female,Alive,2010,2016,6,Alive +69,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Other Cause of Death,Black,Female,Dead,2012,2016,4,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,8,Cerebrovascular Diseases,White,Female,Dead,2010,2011,1,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +68,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,5,Diseases of Heart,Black,Male,Dead,2010,2014,4,Dead +52,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,26,Breast,Black,Female,Dead,2010,2011,1,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +47,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +61,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,120,Negative,7,Breast,Black,Female,Dead,2010,2014,4,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +61,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +89,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +36,3,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,18,Alive,Black,Female,Alive,2010,2016,6,Alive +27,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,23,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,95,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2010,2013,3,Dead +42,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,55,Positive,40,Alive,Black,Female,Alive,2010,2016,6,Alive +57,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,12,Diseases of Heart,Black,Female,Dead,2010,2015,5,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +45,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,1,Breast,White,Female,Dead,2010,2013,3,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,43,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,1,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,16,Breast,Black,Female,Dead,2010,2014,4,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,10,Alive,Black,Male,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,69,Negative,1,Breast,White,Female,Dead,2010,2011,1,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,0,Breast,Black,Female,Dead,2010,2014,4,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,992,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,14,Breast,White,Female,Dead,2010,2012,2,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Breast,Black,Female,Dead,2010,2013,3,Dead +44,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,13,Breast,White,Female,Dead,2010,2016,6,Alive +87,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,97,Diseases of Heart,Black,Female,Dead,2010,2010,0,Dead +37,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +77,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Lung and Bronchus,White,Female,Dead,2010,2014,4,Dead +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +49,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,State DC not available or state DC available but no COD,Black,Female,Dead,2010,2010,0,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,998,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,40,Negative,1,Breast,White,Female,Dead,2010,2012,2,Dead +65,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,10,Breast,Black,Female,Dead,2010,2012,2,Dead +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +64,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,140,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +75,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,51,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Male,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,3,Breast,Black,Female,Dead,2010,2013,3,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,1,Breast,Black,Female,Dead,2010,2013,3,Dead +45,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,84,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +61,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,95,Alive,Black,Female,Alive,2010,2016,6,Alive +64,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,4,Breast,White,Female,Dead,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Unknown,12,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +69,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2015,5,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Pneumonia and Influenza,White,Female,Dead,2010,2011,1,Dead +75,16,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,74,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,0,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,100,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +48,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +42,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +30,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,21,Breast,Black,Female,Dead,2010,2013,3,Dead +39,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,3,Breast,White,Female,Dead,2010,2012,2,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,1,Breast,White,Female,Dead,2010,2011,1,Dead +74,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,180,Negative,0,Breast,Black,Female,Dead,2010,2010,0,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,165,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,4,Breast,White,Female,Dead,2010,2014,4,Dead +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,19,Negative,18,Breast,White,Female,Dead,2010,2012,2,Dead +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +57,18,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,110,Positive,18,Lung and Bronchus,Black,Female,Dead,2010,2010,0,Dead +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Borderline,1,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,41,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,5,Unknown,0,Alive,Black,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,0,Breast,Black,Female,Dead,2010,2011,1,Dead +37,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +69,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,95,Breast,Black,Female,Dead,2010,2014,4,Dead +50,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,71,Negative,10,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,17,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,1,Breast,Black,Female,Dead,2010,2013,3,Dead +52,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Borderline,2,Soft Tissue including Heart,White,Female,Dead,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,38,Negative,10,Breast,White,Female,Dead,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +57,20,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,999,Negative,22,Breast,Black,Female,Dead,2010,2013,3,Dead +87,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,0,Accidents and Adverse Effects,Black,Female,Dead,2010,2014,4,Dead +55,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +55,3,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,27,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +58,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,5,Breast,Black,Female,Dead,2010,2013,3,Dead +65,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +84,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Positive,10,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +64,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +82,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,9,Breast,White,Female,Dead,2010,2012,2,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,1,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,15,Diabetes Mellitus,White,Female,Dead,2010,2011,1,Dead +71,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Borderline,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +50,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,993,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,50,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,0,Diseases of Heart,Black,Female,Dead,2010,2014,4,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,18,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Other Infectious and Parasitic Diseases including HIV,Black,Female,Dead,2010,2011,1,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,11,Aortic Aneurysm and Dissection,White,Female,Dead,2010,2015,5,Dead +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +51,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +36,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2010,0,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +87,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,15,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +60,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,20,Alive,Black,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +66,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,13,Breast,White,Female,Dead,2010,2013,3,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,6,Unknown,1,Alive,Black,Female,Alive,2010,2016,6,Alive +50,2,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,13,Positive,17,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2015,5,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,37,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +47,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,64,Negative,0,Breast,Black,Female,Dead,2010,2013,3,Dead +44,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,16,Other Cause of Death,Black,Female,Dead,2010,2014,4,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,1,Septicemia,White,Female,Dead,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,98,3,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2013,3,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +95,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,1,Diseases of Heart,Black,Female,Dead,2010,2012,2,Dead +92,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,10,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,19,Breast,White,Female,Dead,2010,2015,5,Dead +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,17,Alive,White,Male,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +31,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +73,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,95,State DC not available or state DC available but no COD,White,Female,Dead,2010,2015,5,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,17,Alive,Black,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,2,Pneumonia and Influenza,White,Female,Dead,2010,2014,4,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,4,Breast,Black,Female,Dead,2010,2013,3,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +92,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,56,Negative,1,Intrahepatic Bile Duct,Black,Female,Dead,2010,2013,3,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +54,18,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +60,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,43,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +57,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +38,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Positive,0,Breast,White,Female,Dead,2010,2016,6,Alive +55,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Unknown,1,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Unknown,0,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Other Infectious and Parasitic Diseases including HIV,Black,Female,Dead,2010,2013,3,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +83,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Positive,11,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Diseases of Heart,Black,Female,Dead,2010,2012,2,Dead +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +59,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,19,Alive,Black,Female,Alive,2010,2016,6,Alive +50,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,59,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +45,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2015,5,Alive +58,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,16,Breast,White,Female,Dead,2010,2013,3,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Other Cause of Death,Black,Female,Dead,2010,2016,6,Alive +71,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,26,Breast,White,Female,Dead,2010,2010,0,Dead +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Positive,10,Diseases of Heart,Black,Female,Dead,2010,2014,4,Dead +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Borderline,11,Diseases of Heart,Black,Female,Dead,2010,2016,6,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Breast,Black,Female,Dead,2010,2013,3,Dead +77,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,95,Negative,95,Breast,Black,Female,Dead,2010,2011,1,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,32,Unknown,0,Alive,Black,Female,Alive,2010,2016,6,Alive +65,2,3,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,13,Brain and Other Nervous System,White,Female,Dead,2010,2014,4,Dead +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +57,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,14,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,20,Breast,White,Female,Dead,2010,2010,0,Dead +33,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +88,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,53,Positive,4,Breast,White,Female,Dead,2010,2010,0,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,33,Positive,5,Alive,White,Female,Alive,2010,2015,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +61,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +68,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +47,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,67,Negative,2,Breast,White,Female,Dead,2010,2014,4,Dead +51,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Negative,21,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,110,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +60,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,10,Breast,Black,Female,Dead,2010,2012,2,Dead +48,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,8,Breast,Black,Female,Dead,2010,2014,4,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +82,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +95,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Borderline,0,Breast,White,Female,Dead,2010,2011,1,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,10,Alive,White,Male,Alive,2010,2016,6,Alive +72,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +52,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Positive,95,Breast,Black,Female,Dead,2010,2012,2,Dead +63,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,4,Negative,5,Breast,White,Female,Dead,2010,2012,2,Dead +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,21,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Positive,30,Breast,Black,Female,Dead,2010,2013,3,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,11,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +86,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,8,Cerebrovascular Diseases,White,Female,Dead,2010,2013,3,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,65,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,47,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2010,2015,5,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,8,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +50,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,15,Alive,Black,Female,Alive,2010,2016,6,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,2,Alive,Black,Male,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Diseases of Heart,Black,Female,Dead,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +58,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,47,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,95,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,44,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,1,Colon excluding Rectum,White,Female,Dead,2010,2013,3,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Positive,5,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Unknown,4,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,52,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +47,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,140,Negative,19,Alive,Black,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,3,Alive,White,Female,Alive,2010,2015,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Borderline,3,Alive,Black,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,14,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +47,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,53,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,31,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +33,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Positive,8,Breast,White,Female,Dead,2010,2011,1,Dead +51,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +33,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,24,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +34,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,4,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Breast,Black,Female,Dead,2010,2015,5,Dead +50,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Positive,95,Breast,White,Female,Dead,2010,2015,5,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +54,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,21,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +45,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,30,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,44,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +36,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,998,Positive,9,Breast,Black,Female,Dead,2010,2015,5,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,22,Negative,1,Breast,Black,Female,Dead,2010,2015,5,Dead +56,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,6,Breast,Black,Female,Dead,2010,2015,5,Dead +68,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Diabetes Mellitus,Black,Female,Dead,2010,2012,2,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,45,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +45,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,18,Alive,Black,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,0,Breast,White,Female,Dead,2010,2013,3,Dead +57,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,41,Negative,12,Breast,Black,Female,Dead,2010,2013,3,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Borderline,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Negative,11,Breast,Black,Female,Dead,2010,2015,5,Dead +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +44,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,78,Negative,20,Breast,Black,Female,Dead,2010,2011,1,Dead +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,22,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +76,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,120,Negative,95,Breast,Black,Female,Dead,2010,2010,0,Dead +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Positive,25,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,7,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +66,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +85,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,22,Breast,Black,Female,Dead,2010,2016,6,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,190,Negative,7,Breast,White,Female,Dead,2010,2010,0,Dead +57,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +58,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,38,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,110,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,65,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,1,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,36,Positive,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +84,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,3,Breast,White,Female,Dead,2010,2014,4,Dead +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +57,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +90,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,12,Breast,White,Female,Dead,2010,2011,1,Dead +49,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +56,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,77,Negative,26,Breast,Black,Female,Dead,2010,2012,2,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,44,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Lung and Bronchus,White,Female,Dead,2010,2014,4,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,4,Diabetes Mellitus,White,Female,Dead,2010,2013,3,Dead +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +55,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,95,Alive,Black,Female,Alive,2010,2016,6,Alive +72,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,100,Borderline,0,Breast,White,Female,Dead,2010,2010,0,Dead +34,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,74,Positive,29,Alive,White,Female,Alive,2010,2016,6,Alive +65,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,23,Breast,White,Female,Dead,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,4,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +42,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,13,Breast,Black,Male,Dead,2010,2014,4,Dead +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,22,Alive,Black,Male,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,0,Breast,Black,Female,Dead,2010,2015,5,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,14,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,16,Breast,Black,Female,Dead,2010,2011,1,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +44,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Positive,23,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,78,Positive,12,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +52,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +80,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,1,Breast,Black,Female,Dead,2010,2012,2,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,85,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,16,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,23,Alive,Black,Female,Alive,2010,2016,6,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Hypertension without Heart Disease,Black,Female,Dead,2010,2011,1,Dead +59,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,130,Negative,6,Breast,White,Female,Dead,2010,2014,4,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,74,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,4,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Breast,Black,Female,Dead,2010,2014,4,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,2,Breast,Black,Female,Dead,2010,2013,3,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +41,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,20,Colon excluding Rectum,Black,Female,Dead,2010,2013,3,Dead +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Positive,3,Alive,Black,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2010,2012,2,Dead +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,1,Lung and Bronchus,White,Female,Dead,2010,2014,4,Dead +45,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,55,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,0,Breast,Black,Female,Dead,2010,2011,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,29,Positive,95,Breast,Black,Female,Dead,2010,2013,3,Dead +68,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,0,Diseases of Heart,Black,Female,Dead,2010,2011,1,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +33,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,43,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +27,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,5,Breast,White,Female,Dead,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,13,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,15,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,75,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +58,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,31,Alive,White,Female,Alive,2010,2016,6,Alive +82,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +64,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Positive,15,Accidents and Adverse Effects,White,Female,Dead,2010,2013,3,Dead +62,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,12,Miscellaneous Malignant Cancer,Black,Female,Dead,2010,2014,4,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,995,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +78,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2013,3,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +83,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,5,Breast,White,Female,Dead,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,145,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Borderline,18,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +88,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,12,Borderline,15,Pneumonia and Influenza,White,Female,Dead,2010,2015,5,Dead +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +35,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,57,Negative,0,State DC not available or state DC available but no COD,Black,Male,Dead,2010,2011,1,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +32,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,44,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +50,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,95,Alive,Black,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,27,Alive,Black,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +35,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +89,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,38,Positive,19,Cerebrovascular Diseases,White,Female,Dead,2010,2015,5,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,65,Unknown,7,Alive,White,Female,Alive,2010,2016,6,Alive +32,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,29,Alive,Black,Female,Alive,2010,2016,6,Alive +56,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,34,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,6,Breast,Black,Female,Dead,2010,2014,4,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,2,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +69,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,28,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Positive,30,Breast,White,Female,Dead,2010,2012,2,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,19,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,50,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,13,Breast,White,Female,Dead,2010,2014,4,Dead +44,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Diseases of Heart,Black,Female,Dead,2010,2015,5,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,29,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +32,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,83,Negative,95,Breast,Black,Male,Dead,2010,2015,5,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Positive,6,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Negative,3,Alive,White,Female,Alive,2010,2015,5,Alive +93,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +59,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,63,Negative,7,Acute Myeloid Leukemia,White,Female,Dead,2010,2015,5,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +71,14,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Negative,96,Negative,14,Breast,White,Female,Dead,2010,2012,2,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,3,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +77,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,23,Breast,White,Female,Dead,2010,2012,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Unknown,0,Hypertension without Heart Disease,White,Female,Dead,2010,2012,2,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Breast,Black,Female,Dead,2010,2015,5,Dead +44,19,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,4,Diseases of Heart,Black,Female,Dead,2010,2015,5,Dead +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,17,Pancreas,Black,Female,Dead,2010,2015,5,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +53,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Diabetes Mellitus,White,Female,Dead,2010,2012,2,Dead +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,27,Alive,Black,Female,Alive,2010,2016,6,Alive +75,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Breast,Black,Female,Dead,2010,2011,1,Dead +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +52,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,12,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Negative,2,Breast,White,Female,Dead,2010,2013,3,Dead +61,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +65,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,8,Alive,Black,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,15,Unknown,8,Cerebrovascular Diseases,White,Female,Dead,2010,2014,4,Dead +78,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,50,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +76,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +76,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Diseases of Heart,Black,Female,Dead,2010,2013,3,Dead +57,95,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,95,Alive,Black,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +79,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,14,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +46,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,95,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +56,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2010,2013,3,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,4,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Unknown,0,Lung and Bronchus,White,Female,Dead,2010,2015,5,Dead +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,57,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +70,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Unknown,19,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,44,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,21,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,23,Breast,Black,Female,Dead,2010,2011,1,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,19,Alive,Black,Female,Alive,2010,2016,6,Alive +80,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,2,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,37,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +46,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,94,Positive,0,Breast,Black,Female,Dead,2010,2011,1,Dead +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2010,2011,1,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Borderline,3,Alive,Black,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,7,Breast,White,Female,Dead,2010,2014,4,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +90,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Borderline,12,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +65,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,95,Breast,Black,Female,Dead,2010,2016,6,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Borderline,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,130,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +46,2,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Positive,Positive,23,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,9,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,18,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,15,Alive,Black,Female,Alive,2010,2016,6,Alive +71,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,14,Lung and Bronchus,White,Female,Dead,2010,2011,1,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,21,Alive,Black,Female,Alive,2010,2016,6,Alive +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,56,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,11,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,4,Breast,White,Female,Dead,2010,2012,2,Dead +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,14,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +81,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +46,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,20,Breast,White,Female,Dead,2010,2015,5,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2010,2014,4,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +58,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,998,Negative,4,Breast,White,Female,Dead,2010,2011,1,Dead +64,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,5,Corpus Uteri,Black,Female,Dead,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,58,Negative,12,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2014,4,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,11,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,112,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,57,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +36,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,12,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Borderline,14,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,17,Alive,Black,Female,Alive,2010,2016,6,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,30,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,6,Breast,Black,Female,Dead,2010,2010,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,22,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,105,Negative,22,Breast,Black,Female,Dead,2010,2010,0,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2010,2012,2,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,10,Unknown,19,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +48,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,55,Negative,2,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,27,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,2,Alive,White,Female,Alive,2010,2015,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,80,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +73,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +81,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Unknown,50,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,17,Alive,Black,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,6,Diseases of Heart,Black,Female,Dead,2010,2012,2,Dead +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,97,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2012,2,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,992,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,8,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +80,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,2,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +67,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +38,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,95,Septicemia,Black,Female,Dead,2010,2011,1,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +55,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,100,Negative,0,Breast,Black,Female,Dead,2010,2014,4,Dead +43,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,31,Alive,White,Female,Alive,2010,2016,6,Alive +85,95,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,51,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,42,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,5,Breast,White,Female,Dead,2010,2014,4,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +69,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +48,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +85,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,20,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,15,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Unknown,3,Alive,Black,Female,Alive,2010,2016,6,Alive +49,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +60,0,3,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,2,Myeloma,Black,Female,Dead,2010,2015,5,Dead +48,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,78,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,57,Unknown,8,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,1,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,8,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,7,Alive,White,Female,Alive,2010,2015,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +47,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,19,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +53,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Unknown,16,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +35,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,98,Brain and Other Nervous System,Black,Female,Dead,2010,2011,1,Dead +84,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,0,Urinary Bladder,Black,Female,Dead,2010,2012,2,Dead +80,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +58,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Negative,12,Breast,Black,Female,Dead,2010,2014,4,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Unknown,37,Alive,White,Female,Alive,2010,2016,6,Alive +39,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +83,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,95,Breast,Black,Female,Dead,2010,2015,5,Dead +62,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +72,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Unknown,95,Breast,Black,Female,Dead,2010,2010,0,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +68,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,Black,Male,Dead,2010,2012,2,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,76,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,30,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +59,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,12,Alive,Black,Female,Alive,2010,2016,6,Alive +41,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +54,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,18,Alive,Unknown,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,23,Alive,Black,Female,Alive,2010,2016,6,Alive +59,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,14,Breast,Black,Female,Dead,2010,2015,5,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Hypertension without Heart Disease,White,Female,Dead,2010,2014,4,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Unknown,4,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2010,2016,6,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,16,Breast,White,Female,Dead,2010,2013,3,Dead +91,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Positive,95,Breast,White,Female,Dead,2010,2011,1,Dead +79,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,15,Cerebrovascular Diseases,Black,Female,Dead,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +64,19,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,115,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,4,Breast,White,Female,Dead,2010,2015,5,Dead +68,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +48,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +51,0,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,81,Positive,3,Breast,White,Female,Dead,2010,2012,2,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,4,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Negative,Negative,90,Negative,4,Breast,Black,Female,Dead,2010,2012,2,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,600,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,995,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +41,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,17,Positive,3,Alive,Black,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,9,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +46,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Unknown,4,Alive,White,Female,Alive,2010,2015,5,Alive +54,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +58,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,Radioisotopes (1988+),Yes,Radiation after surgery,Negative,Negative,18,Negative,4,Alive,White,Female,Alive,2010,2015,5,Alive +40,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,1,Alive,Black,Female,Alive,2010,2016,6,Alive +35,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,8,Breast,Black,Female,Dead,2010,2014,4,Dead +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,994,Negative,1,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +48,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,88,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +49,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Positive,14,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Positive,11,Alive,Black,Female,Alive,2010,2016,6,Alive +54,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,95,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Positive,1,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,15,Diseases of Heart,Black,Female,Dead,2010,2015,5,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Diseases of Heart,Black,Female,Dead,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +58,1,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +73,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,64,Unknown,5,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +55,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Negative,12,Breast,White,Female,Dead,2010,2015,5,Dead +34,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,95,Breast,Black,Female,Dead,2010,2014,4,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Diabetes Mellitus,White,Female,Dead,2010,2010,0,Dead +71,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,20,Breast,White,Female,Dead,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,15,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,16,Alive,White,Female,Alive,2010,2015,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +93,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,1,Diseases of Heart,Black,Female,Dead,2010,2010,0,Dead +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,4,Breast,White,Female,Dead,2010,2013,3,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2010,2014,4,Dead +69,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,13,Breast,White,Female,Dead,2010,2011,1,Dead +63,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +52,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,19,Breast,Black,Female,Dead,2010,2014,4,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Positive,3,Alive,Black,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +74,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +61,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,6,Alive,White,Male,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Intraoperative rad with other rad before/after surgery,Positive,Positive,32,Negative,2,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +47,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Positive,22,Aortic Aneurysm and Dissection,Black,Female,Dead,2010,2012,2,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,2,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Diseases of Heart,Black,Female,Dead,2010,2014,4,Dead +70,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +76,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,17,Lung and Bronchus,White,Female,Dead,2010,2013,3,Dead +55,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +68,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Lung and Bronchus,White,Female,Dead,2010,2015,5,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,145,Negative,3,Breast,White,Female,Dead,2010,2010,0,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +28,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,92,Positive,24,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,14,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,6,Breast,White,Female,Dead,2010,2012,2,Dead +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +81,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,18,Negative,3,Urinary Bladder,White,Female,Dead,2010,2014,4,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,6,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +76,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,0,Colon excluding Rectum,Black,Female,Dead,2010,2013,3,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +78,5,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,17,Alive,Black,Female,Alive,2010,2016,6,Alive +55,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,22,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +94,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,95,State DC not available or state DC available but no COD,Black,Female,Dead,2010,2016,6,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,98,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +70,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,11,Lung and Bronchus,Black,Male,Dead,2010,2013,3,Dead +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,2,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Ovary,White,Female,Dead,2010,2016,6,Alive +57,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,55,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,18,Alive,Black,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Positive,20,Breast,White,Female,Dead,2010,2015,5,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,13,Diseases of Heart,White,Male,Dead,2010,2012,2,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +37,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,10,Breast,White,Female,Dead,2010,2014,4,Dead +71,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,994,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +43,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,19,Breast,Black,Female,Dead,2010,2011,1,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Intraoperative rad with other rad before/after surgery,Negative,Negative,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +52,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,13,Other Acute Leukemia,White,Female,Dead,2010,2012,2,Dead +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Positive,10,Breast,Black,Female,Dead,2010,2015,5,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,10,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,14,Alive,Black,Female,Alive,2010,2016,6,Alive +89,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,19,Alive,Black,Female,Alive,2010,2016,6,Alive +50,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +56,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,21,Alive,Black,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +65,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,185,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,4,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +62,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Borderline,12,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +37,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Borderline,95,Alive,Black,Female,Alive,2011,2016,5,Alive +71,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,95,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,9,Breast,White,Female,Dead,2010,2015,5,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2010,2014,4,Dead +73,0,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Negative,29,Positive,1,Cerebrovascular Diseases,Black,Female,Dead,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,990,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,7,Breast,Black,Female,Dead,2010,2013,3,Dead +57,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,20,Alive,Black,Female,Alive,2010,2016,6,Alive +85,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Septicemia,White,Female,Dead,2010,2016,6,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Borderline,17,Breast,White,Female,Dead,2010,2011,1,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Cerebrovascular Diseases,White,Female,Dead,2010,2015,5,Dead +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,15,Alive,White,Male,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,15,Alive,Black,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,2,Other Cause of Death,Black,Female,Dead,2010,2012,2,Dead +59,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,5,Negative,9,Breast,White,Female,Dead,2010,2012,2,Dead +48,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Unknown,12,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,998,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +68,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +63,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,67,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Positive,5,Breast,White,Female,Dead,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +61,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,12,Breast,Black,Female,Dead,2010,2014,4,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2010,2011,1,Dead +74,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,3,Cerebrovascular Diseases,White,Female,Dead,2011,2016,5,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,95,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,22,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +34,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,15,Pancreas,Black,Female,Dead,2010,2015,5,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Borderline,9,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +43,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,76,Positive,95,Breast,Black,Female,Dead,2010,2012,2,Dead +69,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,15,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Negative,0,Breast,Black,Female,Dead,2010,2010,0,Dead +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Myeloma,White,Female,Dead,2010,2015,5,Dead +56,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Breast,White,Female,Dead,2010,2012,2,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,63,Negative,2,Breast,Black,Female,Dead,2010,2016,6,Alive +30,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,18,Breast,White,Female,Dead,2010,2015,5,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,47,Negative,2,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Positive,25,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,39,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +57,28,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,86,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,990,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +76,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Positive,5,Diseases of Heart,Black,Female,Dead,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,23,Positive,3,Alive,White,Female,Alive,2010,2015,5,Alive +70,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Diseases of Heart,Black,Female,Dead,2010,2013,3,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,73,Positive,0,Breast,White,Female,Dead,2010,2014,4,Dead +52,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,95,Alive,Black,Female,Alive,2011,2016,5,Alive +51,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,26,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,73,Negative,20,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,90,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Positive,5,Diabetes Mellitus,White,Female,Dead,2010,2014,4,Dead +67,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +53,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,95,Breast,Black,Female,Dead,2011,2012,1,Dead +51,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Diseases of Heart,Black,Female,Dead,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,1,Breast,Black,Female,Dead,2010,2012,2,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,State DC not available or state DC available but no COD,White,Female,Dead,2010,2011,1,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,42,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,26,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +66,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +94,2,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,0,Lung and Bronchus,White,Female,Dead,2010,2012,2,Dead +72,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,2,Kidney and Renal Pelvis,White,Female,Dead,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,17,Breast,White,Female,Dead,2010,2011,1,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +84,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +76,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,140,Positive,0,Breast,Black,Female,Dead,2010,2010,0,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +60,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Unknown,11,Breast,White,Female,Dead,2010,2016,6,Alive +58,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,320,Unknown,0,Breast,Black,Female,Dead,2010,2012,2,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,4,Alive,Black,Female,Alive,2010,2015,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Borderline,5,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +60,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,24,Alive,Black,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,95,Breast,Black,Female,Dead,2011,2011,0,Dead +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,7,Breast,Black,Female,Dead,2011,2016,5,Dead +77,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,19,Breast,White,Female,Dead,2010,2011,1,Dead +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +79,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,4,Breast,Black,Female,Dead,2010,2014,4,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2010,2010,0,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +43,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,110,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,0,Alive,White,Male,Alive,2010,2016,6,Alive +80,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,0,Septicemia,White,Female,Dead,2010,2014,4,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,110,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,9,Breast,White,Female,Dead,2010,2012,2,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,6,Breast,Black,Female,Dead,2010,2014,4,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,992,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +36,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,6,Alive,Black,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,38,Borderline,0,Breast,White,Female,Dead,2010,2015,5,Dead +49,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,97,Alive,White,Female,Alive,2010,2016,6,Alive +80,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,17,Alive,Black,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +57,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,95,Breast,White,Female,Dead,2010,2014,4,Dead +81,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,23,Alive,Black,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +51,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,0,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,57,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +87,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,9,Breast,Black,Female,Dead,2011,2012,1,Dead +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Rectum and Rectosigmoid Junction,White,Female,Dead,2010,2015,5,Dead +74,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +62,99,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +66,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +34,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Positive,15,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,32,Breast,White,Female,Dead,2011,2012,1,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,14,Breast,White,Female,Dead,2010,2012,2,Dead +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,1,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,25,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,31,Negative,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +88,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,95,Breast,White,Female,Dead,2010,2014,4,Dead +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,56,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2011,0,Dead +36,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,39,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,1,Breast,White,Female,Dead,2010,2014,4,Dead +48,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Unknown,10,Breast,White,Female,Dead,2010,2013,3,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +84,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,5,Breast,White,Female,Dead,2010,2014,4,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,8,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +22,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,24,Alive,Black,Female,Alive,2011,2016,5,Alive +54,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,15,Breast,White,Female,Dead,2010,2011,1,Dead +57,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2015,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,994,Negative,95,Breast,Black,Female,Dead,2011,2011,0,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Unknown,2,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,46,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,0,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,39,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,30,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,47,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,19,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +84,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +47,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,25,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +89,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,1,Unknown,95,Diseases of Heart,Black,Female,Dead,2011,2011,0,Dead +74,18,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Positive,0,Breast,White,Female,Dead,2011,2012,1,Dead +60,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,33,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,95,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,41,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +49,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +58,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,134,Negative,0,Breast,Black,Female,Dead,2010,2010,0,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,45,Negative,2,Breast,White,Female,Dead,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +45,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,29,Alive,White,Female,Alive,2010,2015,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +49,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +78,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2010,0,Dead +41,10,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +60,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,800,Positive,11,Breast,White,Female,Dead,2010,2013,3,Dead +59,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +46,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +89,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,8,Septicemia,White,Female,Dead,2010,2015,5,Dead +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +39,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Positive,21,Breast,White,Female,Dead,2010,2013,3,Dead +78,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +79,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,21,Breast,White,Female,Dead,2010,2014,4,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,1,Diseases of Heart,Black,Female,Dead,2010,2015,5,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Other Cause of Death,Black,Female,Dead,2010,2013,3,Dead +61,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,31,Alive,Black,Female,Alive,2010,2016,6,Alive +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,101,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +64,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,8,Breast,Black,Female,Dead,2010,2014,4,Dead +38,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Unknown,9,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2010,2010,0,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,29,Negative,5,Breast,Black,Female,Dead,2010,2013,3,Dead +45,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +88,28,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,30,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +44,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Lung and Bronchus,White,Female,Dead,2011,2011,0,Dead +67,9,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,54,Negative,11,Breast,White,Female,Dead,2011,2011,0,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2011,1,Dead +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,1,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,72,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +37,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +51,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Negative,36,Breast,Black,Female,Dead,2011,2015,4,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2011,2016,5,Dead +51,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +68,0,2,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,79,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +43,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,56,Unknown,12,Alive,White,Female,Alive,2010,2016,6,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Positive,11,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,2,Brain and Other Nervous System,White,Female,Dead,2010,2015,5,Dead +59,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +81,30,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,31,Breast,White,Female,Dead,2010,2011,1,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Positive,0,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,0,Breast,Black,Female,Dead,2010,2010,0,Dead +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +31,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +57,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,5,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +85,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,16,Hypertension without Heart Disease,White,Female,Dead,2010,2016,6,Alive +55,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,2,Esophagus,White,Female,Dead,2010,2015,5,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +92,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,29,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +86,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,87,Positive,10,Breast,White,Female,Dead,2010,2010,0,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,75,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +44,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,95,Breast,Black,Female,Dead,2011,2013,2,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,6,Breast,Black,Female,Dead,2011,2013,2,Dead +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,15,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Negative,95,Breast,Black,Female,Dead,2011,2013,2,Dead +78,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,6,Breast,White,Female,Dead,2010,2012,2,Dead +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +66,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,3,Lung and Bronchus,White,Female,Dead,2010,2014,4,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Unknown,0,Breast,White,Female,Dead,2010,2012,2,Dead +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +68,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,15,Lung and Bronchus,White,Female,Dead,2010,2013,3,Dead +81,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,2,Breast,White,Female,Dead,2010,2014,4,Dead +71,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Positive,0,Diseases of Heart,Black,Female,Dead,2010,2011,1,Dead +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,0,Lung and Bronchus,White,Female,Dead,2010,2010,0,Dead +83,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +62,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,31,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +87,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +48,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +43,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,68,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,22,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Borderline,6,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,22,Breast,White,Female,Dead,2011,2014,3,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +31,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,120,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Borderline,Negative,1,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Unknown,7,Alive,Black,Female,Alive,2010,2016,6,Alive +67,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Positive,11,Other Cause of Death,Black,Female,Dead,2011,2015,4,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,86,Positive,10,Alive,Black,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,24,Breast,White,Female,Dead,2010,2011,1,Dead +85,1,2,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,19,Unknown,13,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,56,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,4,Hypertension without Heart Disease,White,Male,Dead,2010,2012,2,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,95,State DC not available or state DC available but no COD,Unknown,Female,Dead,2010,2012,2,Dead +77,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,27,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Negative,2,Pneumonia and Influenza,White,Female,Dead,2010,2013,3,Dead +44,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,14,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,75,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Negative,16,Alive,White,Female,Alive,2010,2015,5,Alive +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Lung and Bronchus,White,Female,Dead,2010,2015,5,Dead +44,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +49,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +63,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,15,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +80,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,65,Negative,95,Breast,Black,Female,Dead,2010,2011,1,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,30,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,998,Negative,17,Breast,White,Female,Dead,2010,2011,1,Dead +87,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Positive,55,Negative,0,Alive,Unknown,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +70,5,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,13,Breast,White,Female,Dead,2010,2013,3,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,41,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Positive,12,Alive,Black,Female,Alive,2011,2016,5,Alive +56,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,83,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +80,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Positive,21,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,58,Negative,5,Other Cause of Death,White,Male,Dead,2010,2012,2,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,42,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +57,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,88,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,4,Breast,White,Female,Dead,2010,2015,5,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,54,Unknown,9,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,16,Alive,Black,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,51,Unknown,0,Breast,Black,Female,Dead,2010,2010,0,Dead +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Positive,12,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,47,Negative,18,Alive,Black,Female,Alive,2010,2016,6,Alive +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +51,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,9,Breast,White,Female,Dead,2010,2011,1,Dead +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +45,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Positive,23,Alive,White,Female,Alive,2010,2015,5,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,15,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,90,Positive,15,Breast,Black,Female,Dead,2010,2011,1,Dead +52,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Atherosclerosis,White,Female,Dead,2010,2014,4,Dead +38,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +48,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Borderline,7,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,9,Alive,Unknown,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,29,Alive,White,Female,Alive,2011,2016,5,Alive +45,3,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,22,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +43,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +44,8,1,Combination of beam with implants or isotopes,Yes,Radiation prior to surgery,Positive,Positive,50,Negative,15,Breast,Black,Female,Dead,2011,2012,1,Dead +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +69,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Unknown,0,Cerebrovascular Diseases,Black,Female,Dead,2010,2012,2,Dead +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,150,Unknown,3,Breast,Black,Female,Dead,2011,2012,1,Dead +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +36,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,81,Negative,24,Breast,White,Female,Dead,2010,2013,3,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,14,Alive,Black,Female,Alive,2010,2016,6,Alive +55,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,5,Breast,Black,Female,Dead,2010,2012,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Diseases of Heart,Black,Female,Dead,2010,2014,4,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,5,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,52,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,125,Negative,0,Breast,Black,Female,Dead,2011,2011,0,Dead +57,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +83,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,25,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,56,Negative,31,Breast,Black,Female,Dead,2011,2013,2,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2014,4,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2010,2014,4,Dead +52,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +51,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,135,Borderline,11,Alive,Black,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,11,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +43,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Unknown,95,Breast,White,Female,Dead,2010,2014,4,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +92,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,19,Other Cause of Death,Black,Female,Dead,2010,2015,5,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Unknown,1,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,9,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2016,6,Alive +60,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,10,Breast,White,Female,Dead,2010,2014,4,Dead +65,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,130,Positive,95,Breast,Black,Female,Dead,2011,2014,3,Dead +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,3,Lung and Bronchus,White,Female,Dead,2010,2014,4,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,7,Accidents and Adverse Effects,Black,Female,Dead,2011,2015,4,Dead +88,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,16,Breast,Black,Female,Dead,2011,2015,4,Dead +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,4,Colon excluding Rectum,Black,Female,Dead,2011,2015,4,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +51,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +48,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +71,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +84,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Positive,12,Non-Hodgkin Lymphoma,White,Female,Dead,2010,2013,3,Dead +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,22,Unknown,2,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +86,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,1,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +48,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,80,Positive,18,Breast,Black,Female,Dead,2011,2013,2,Dead +42,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,24,Alive,Black,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +61,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,10,Gallbladder,White,Female,Dead,2011,2014,3,Dead +53,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,21,Alive,Black,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,42,Unknown,18,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Positive,14,Breast,White,Female,Dead,2010,2015,5,Dead +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Unknown,4,Accidents and Adverse Effects,White,Female,Dead,2010,2013,3,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,68,Unknown,8,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +65,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,3,Breast,Black,Female,Dead,2011,2015,4,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Borderline,14,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +45,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,55,Unknown,4,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,9,Breast,White,Female,Dead,2010,2011,1,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,995,Unknown,4,Breast,White,Female,Dead,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Unknown,2,Diseases of Heart,Black,Female,Dead,2010,2013,3,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +33,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Unknown,8,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,991,Unknown,3,Alive,Black,Female,Alive,2011,2016,5,Alive +26,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,3,Breast,Black,Female,Dead,2010,2013,3,Dead +58,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Unknown,65,Unknown,8,Alive,Black,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +60,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,1,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,30,Alive,Black,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +29,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +41,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,63,Positive,9,Alive,Black,Female,Alive,2011,2016,5,Alive +61,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,49,Negative,0,Breast,Black,Female,Dead,2010,2010,0,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +95,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,120,Negative,16,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2013,3,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Positive,16,Breast,White,Female,Dead,2010,2010,0,Dead +58,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,98,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,37,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,0,Non-Hodgkin Lymphoma,White,Female,Dead,2010,2013,3,Dead +83,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +80,0,1,Combination of beam with implants or isotopes,No/Unknown,Intraoperative rad with other rad before/after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,22,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,3,Rectum and Rectosigmoid Junction,Black,Female,Dead,2011,2016,5,Dead +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,13,Breast,White,Female,Dead,2010,2011,1,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +40,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,95,Breast,Black,Female,Dead,2010,2011,1,Dead +65,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,22,Breast,Black,Female,Dead,2010,2011,1,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +47,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,21,Negative,2,Breast,White,Female,Dead,2010,2013,3,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,21,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +50,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +35,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +79,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,17,Breast,White,Female,Dead,2010,2013,3,Dead +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,15,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,20,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +43,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Positive,21,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +83,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +85,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +51,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,6,Aortic Aneurysm and Dissection,Black,Female,Dead,2010,2015,5,Dead +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,120,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,3,Breast,White,Female,Dead,2010,2011,1,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +58,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Positive,95,Breast,White,Female,Dead,2010,2015,5,Dead +50,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,Unknown,Female,Alive,2010,2015,5,Alive +54,7,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,84,Negative,14,Breast,White,Female,Dead,2010,2014,4,Dead +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +73,7,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,34,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +87,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,9,Breast,Black,Female,Dead,2011,2014,3,Dead +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Breast,Black,Male,Dead,2011,2014,3,Dead +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,4,Alive,Black,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,22,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +61,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Positive,3,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +67,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Breast,White,Female,Dead,2010,2015,5,Dead +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,19,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,91,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,6,Alive,White,Male,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,80,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,90,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +79,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +40,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Positive,2,Breast,White,Female,Dead,2010,2014,4,Dead +46,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Positive,95,Breast,Black,Female,Dead,2010,2011,1,Dead +33,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Positive,20,Alive,Black,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,57,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +70,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +89,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Unknown,3,Breast,White,Male,Dead,2010,2012,2,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,61,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,21,Alive,Black,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,4,Alive,Black,Female,Alive,2010,2015,5,Alive +37,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,10,Diseases of Heart,Black,Female,Dead,2010,2014,4,Dead +61,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,89,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +44,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2015,5,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,6,Alive,Unknown,Female,Alive,2010,2016,6,Alive +79,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Thyroid,White,Female,Dead,2010,2013,3,Dead +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +62,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,30,Alive,Black,Female,Alive,2010,2016,6,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,3,Breast,Black,Female,Dead,2010,2014,4,Dead +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2015,5,Dead +51,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +69,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +78,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,59,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,13,Septicemia,Black,Female,Dead,2010,2016,6,Alive +91,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,54,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +32,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,18,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +52,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,33,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +43,5,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,27,Negative,17,Alive,Black,Female,Alive,2010,2016,6,Alive +71,1,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,11,Negative,6,Breast,White,Female,Dead,2010,2011,1,Dead +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Positive,3,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,51,Unknown,0,Alive,Black,Female,Alive,2010,2016,6,Alive +82,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Breast,White,Male,Dead,2010,2014,4,Dead +89,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,18,Diseases of Heart,Black,Female,Dead,2010,2013,3,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,13,Diseases of Heart,Black,Female,Dead,2011,2014,3,Dead +81,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Lung and Bronchus,White,Female,Dead,2010,2015,5,Dead +40,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +47,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +39,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,69,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +39,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,0,Alive,Unknown,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,0,Septicemia,Black,Female,Dead,2011,2011,0,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +54,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2010,2010,0,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,25,Negative,0,Cerebrovascular Diseases,Black,Female,Dead,2011,2011,0,Dead +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +51,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,66,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +45,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +88,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,36,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,25,Alive,Black,Female,Alive,2010,2016,6,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Unknown,2,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +45,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,State DC not available or state DC available but no COD,Black,Female,Dead,2011,2015,4,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,48,Negative,6,Breast,Black,Female,Dead,2011,2013,2,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +48,27,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,140,Positive,38,Breast,Black,Female,Dead,2010,2012,2,Dead +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,30,Negative,23,Diseases of Heart,Black,Female,Dead,2010,2011,1,Dead +54,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,5,Breast,White,Female,Dead,2011,2014,3,Dead +80,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,95,Breast,Black,Female,Dead,2011,2012,1,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +78,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,64,Breast,White,Female,Dead,2011,2015,4,Dead +40,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,37,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2010,2010,0,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +58,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,11,Soft Tissue including Heart,Black,Female,Dead,2010,2013,3,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Unknown,9,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,3,Breast,White,Female,Dead,2010,2013,3,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2010,2011,1,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +67,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +84,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,1,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +34,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,27,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,75,Negative,9,Breast,Black,Female,Dead,2011,2013,2,Dead +36,13,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,36,Negative,28,Breast,White,Female,Dead,2011,2016,5,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,82,Negative,24,Diseases of Heart,Black,Female,Dead,2011,2012,1,Dead +46,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,18,Breast,Black,Female,Dead,2010,2013,3,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +56,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +57,17,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,42,Breast,White,Female,Dead,2010,2011,1,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,12,Alive,Black,Female,Alive,2011,2016,5,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,86,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,23,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +58,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,12,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Pancreas,White,Female,Dead,2010,2015,5,Dead +62,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,2,Stomach,White,Female,Dead,2011,2016,5,Dead +52,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,58,Negative,95,Breast,Black,Female,Dead,2010,2011,1,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +87,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,17,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2016,6,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,25,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,72,Negative,25,Breast,White,Female,Dead,2010,2011,1,Dead +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,19,Alive,Black,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,1,Negative,1,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Positive,21,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Borderline,3,Alive,Black,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +35,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +40,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,Unknown,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,11,Breast,Black,Female,Dead,2010,2014,4,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +34,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +36,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,21,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,11,Breast,Black,Female,Dead,2011,2011,0,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,109,Unknown,0,Breast,White,Female,Dead,2010,2012,2,Dead +67,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,Unknown,Female,Alive,2011,2016,5,Alive +69,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,10,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2012,2,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +28,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,120,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,0,Breast,Black,Female,Dead,2011,2011,0,Dead +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +55,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,78,Negative,33,Alive,White,Female,Alive,2011,2016,5,Alive +47,5,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,50,Negative,42,Breast,Black,Female,Dead,2011,2011,0,Dead +70,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,32,Negative,13,Stomach and Duodenal Ulcers,White,Female,Dead,2010,2011,1,Dead +43,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,Unknown,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,6,Breast,White,Female,Dead,2011,2013,2,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +81,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,61,Negative,95,Breast,White,Female,Dead,2011,2011,0,Dead +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2012,1,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,66,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Breast,White,Female,Dead,2010,2013,3,Dead +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,32,Alive,White,Female,Alive,2010,2016,6,Alive +46,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,101,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +68,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +79,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,Black,Male,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,1,Breast,White,Female,Dead,2010,2013,3,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Borderline,16,Alive,White,Female,Alive,2011,2016,5,Alive +58,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,14,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Unknown,10,Alive,White,Female,Alive,2011,2016,5,Alive +31,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Unknown,95,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,98,Alive,Black,Female,Alive,2011,2016,5,Alive +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,120,Unknown,0,Colon excluding Rectum,Black,Female,Dead,2010,2010,0,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,96,Positive,20,Breast,Black,Female,Dead,2011,2016,5,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,42,Negative,7,Diabetes Mellitus,Black,Female,Dead,2011,2016,5,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +22,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,2,Breast,White,Female,Dead,2011,2011,0,Dead +68,19,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,31,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,39,Positive,0,Breast,Black,Female,Dead,2010,2014,4,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,11,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +71,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,95,Breast,White,Female,Dead,2011,2013,2,Dead +57,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,25,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,28,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Brain and Other Nervous System,White,Female,Dead,2011,2016,5,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,4,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +64,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +54,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,95,Breast,White,Female,Dead,2011,2013,2,Dead +71,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Positive,95,Breast,White,Female,Dead,2011,2016,5,Dead +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,1,Diseases of Heart,Black,Female,Dead,2010,2011,1,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,7,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +86,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Positive,20,Breast,White,Female,Dead,2010,2013,3,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +60,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,80,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +66,0,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Pancreas,White,Female,Dead,2011,2012,1,Dead +65,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,12,Accidents and Adverse Effects,White,Female,Dead,2010,2016,6,Alive +39,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,131,Negative,4,Breast,White,Female,Dead,2011,2015,4,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,993,Negative,25,Alive,White,Male,Alive,2010,2016,6,Alive +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,21,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,120,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +48,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,42,Alive,Black,Female,Alive,2011,2016,5,Alive +77,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,102,Negative,20,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Pancreas,White,Female,Dead,2010,2015,5,Dead +36,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Positive,6,Alive,Black,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +38,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,21,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,5,Alive,White,Male,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Positive,9,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +47,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +85,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,15,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2015,5,Dead +59,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,117,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,995,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,18,Alive,Black,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Male,Alive,2010,2016,6,Alive +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,992,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Infectious and Parasitic Diseases including HIV,Black,Female,Dead,2011,2011,0,Dead +83,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,6,Alive,White,Female,Alive,2010,2015,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,3,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,13,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,998,Negative,13,Breast,White,Female,Dead,2010,2013,3,Dead +83,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,95,Breast,White,Female,Dead,2010,2012,2,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,22,Alive,Unknown,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Breast,Black,Female,Dead,2010,2013,3,Dead +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +43,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,49,Negative,21,Diseases of Heart,Black,Female,Dead,2011,2012,1,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Unknown,16,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Borderline,17,Alive,Black,Female,Alive,2011,2016,5,Alive +49,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Negative,12,Breast,Black,Female,Dead,2011,2013,2,Dead +65,22,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,22,Alive,Black,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +45,26,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,30,Breast,White,Female,Dead,2011,2014,3,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +93,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,95,Negative,9,Breast,Black,Female,Dead,2010,2010,0,Dead +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,2,Unknown,1,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2011,1,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +38,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,13,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +50,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Positive,95,Breast,White,Female,Dead,2011,2011,0,Dead +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,1,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +50,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,16,Breast,Black,Female,Dead,2011,2012,1,Dead +56,15,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Positive,22,Alive,Black,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +29,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +47,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,9,Breast,White,Female,Dead,2011,2016,5,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,52,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +54,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +84,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +31,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +80,6,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,6,Breast,Black,Female,Dead,2011,2015,4,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Unknown,17,Alive,Black,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +33,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,17,Alive,Black,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Unknown,0,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,230,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +51,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,150,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +39,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +96,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,44,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +36,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +83,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,9,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,9,Pancreas,White,Female,Dead,2011,2011,0,Dead +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,12,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,Black,Female,Alive,2010,2016,6,Alive +43,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +68,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +66,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,19,Alive,White,Male,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2015,5,Alive +55,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +98,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,19,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,80,Negative,0,Breast,Black,Female,Dead,2010,2010,0,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,95,Breast,Black,Female,Dead,2011,2012,1,Dead +65,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Positive,7,Alive,Black,Male,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2011,2016,5,Dead +77,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,995,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,4,Accidents and Adverse Effects,Black,Female,Dead,2011,2012,1,Dead +64,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2010,2012,2,Dead +68,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,15,Breast,White,Female,Dead,2011,2013,2,Dead +37,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,12,Diabetes Mellitus,Black,Female,Dead,2010,2014,4,Dead +56,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,35,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +60,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,16,Breast,White,Female,Dead,2011,2014,3,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,65,Unknown,2,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +80,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Unknown,95,Breast,White,Female,Dead,2011,2011,0,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,Black,Male,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +62,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,31,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +71,21,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +65,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,1,Unknown,0,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Pancreas,White,Female,Dead,2011,2015,4,Dead +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,46,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +81,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Unknown,3,Breast,White,Female,Dead,2011,2013,2,Dead +52,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +84,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Unknown,0,Diabetes Mellitus,Black,Female,Dead,2011,2013,2,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,3,Breast,Black,Female,Dead,2010,2015,5,Dead +41,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +66,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,51,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,27,Positive,13,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +82,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +68,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,5,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,6,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Accidents and Adverse Effects,Black,Female,Dead,2011,2011,0,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Unknown,9,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,2,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,25,Breast,White,Female,Dead,2011,2014,3,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,91,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,Black,Female,Dead,2010,2011,1,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +67,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Positive,33,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Borderline,9,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,8,Breast,White,Female,Dead,2011,2011,0,Dead +59,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Positive,95,Breast,White,Female,Dead,2011,2013,2,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +79,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,95,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,6,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2011,2013,2,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +60,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +72,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,12,Breast,White,Female,Dead,2011,2015,4,Dead +50,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,5,Breast,White,Female,Dead,2011,2016,5,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Borderline,1,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +52,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,27,Breast,Black,Female,Dead,2011,2013,2,Dead +56,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,39,Positive,2,Breast,Black,Female,Dead,2011,2013,2,Dead +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,18,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +74,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +71,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,18,Breast,Black,Female,Dead,2011,2012,1,Dead +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,34,Alive,White,Female,Alive,2011,2016,5,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +41,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,95,Breast,Black,Female,Dead,2011,2011,0,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +66,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,32,Negative,10,Breast,Black,Female,Dead,2011,2016,5,Dead +58,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Positive,0,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +70,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,3,Breast,White,Female,Dead,2011,2012,1,Dead +46,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2014,3,Dead +47,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +64,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,15,Breast,Black,Female,Dead,2011,2014,3,Dead +42,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,29,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,49,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Breast,White,Female,Dead,2011,2013,2,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,6,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Positive,29,Alive,Black,Female,Alive,2011,2016,5,Alive +35,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +71,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,110,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,61,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,7,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +44,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,33,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +51,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,43,Negative,14,Alive,Black,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,1,Unknown,3,Alive,Black,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +35,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,40,Alive,Black,Female,Alive,2011,2016,5,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,150,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,3,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2014,3,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,67,Positive,7,Breast,Black,Female,Dead,2011,2015,4,Dead +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +85,3,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,18,Breast,White,Female,Dead,2011,2014,3,Dead +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +49,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Other Cause of Death,Black,Female,Dead,2011,2015,4,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +60,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,41,Breast,White,Female,Dead,2011,2015,4,Dead +73,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,9,Alive,Black,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +75,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,20,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,96,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,27,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,46,Negative,95,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,3,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,5,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Negative,Negative,15,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +86,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,95,Breast,White,Female,Dead,2011,2011,0,Dead +74,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,16,Breast,White,Female,Dead,2011,2012,1,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,47,Negative,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +67,3,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Negative,100,Negative,23,Alive,Black,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +52,28,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,28,Myeloma,Black,Female,Dead,2011,2016,5,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +52,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,6,Breast,White,Female,Dead,2011,2014,3,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,32,Alive,White,Female,Alive,2011,2016,5,Alive +81,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,95,Breast,Black,Female,Dead,2011,2012,1,Dead +83,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,95,Breast,White,Female,Dead,2011,2015,4,Dead +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Diseases of Heart,Black,Female,Dead,2011,2011,0,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Positive,18,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,State DC not available or state DC available but no COD,White,Female,Dead,2011,2015,4,Dead +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,31,Positive,3,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2012,1,Dead +74,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +70,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +88,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,999,Negative,95,Breast,White,Female,Dead,2011,2011,0,Dead +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,29,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,22,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,700,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +36,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,58,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +70,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Positive,21,Breast,White,Female,Dead,2011,2012,1,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,1,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,3,Breast,White,Female,Dead,2011,2014,3,Dead +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,22,Negative,23,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,1,Breast,White,Female,Dead,2011,2015,4,Dead +36,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,100,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,0,Breast,Black,Female,Dead,2011,2013,2,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,98,Breast,Black,Female,Dead,2011,2013,2,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,23,Breast,White,Female,Dead,2011,2016,5,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +62,20,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Positive,10,Alive,Black,Female,Alive,2011,2016,5,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,89,Negative,0,Breast,Black,Female,Dead,2011,2015,4,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,14,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Pancreas,White,Female,Dead,2011,2016,5,Dead +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +29,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Radioisotopes (1988+),Yes,Radiation after surgery,Positive,Negative,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Unknown,2,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +68,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,19,Atherosclerosis,Black,Female,Dead,2011,2014,3,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,992,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,30,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Positive,7,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,1,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +70,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,15,Diseases of Heart,Black,Female,Dead,2011,2015,4,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,5,Breast,White,Female,Dead,2011,2014,3,Dead +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,56,Negative,1,Breast,Black,Female,Dead,2011,2015,4,Dead +45,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,19,Alive,Black,Female,Alive,2011,2016,5,Alive +52,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +67,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,0,Septicemia,Black,Female,Dead,2011,2015,4,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +35,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,39,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,32,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Male,Dead,2011,2011,0,Dead +47,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,27,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,0,Breast,Black,Female,Dead,2011,2016,5,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Borderline,0,Breast,White,Female,Dead,2011,2015,4,Dead +54,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +32,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,0,Alive,Black,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +34,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Positive,17,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,1,Diseases of Heart,Black,Female,Dead,2011,2015,4,Dead +49,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,44,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +70,2,2,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,52,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +54,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,1,Diseases of Heart,Black,Female,Dead,2011,2015,4,Dead +49,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,95,Breast,Black,Female,Dead,2011,2013,2,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,23,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Borderline,15,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +91,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Pancreas,White,Female,Dead,2011,2012,1,Dead +65,4,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,27,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +53,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,23,Alive,Black,Female,Alive,2011,2016,5,Alive +56,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,42,Unknown,95,Breast,Black,Female,Dead,2011,2012,1,Dead +50,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,992,Negative,2,Breast,Black,Female,Dead,2011,2015,4,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Positive,6,Alive,Black,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,995,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,95,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,46,Positive,95,Breast,Black,Female,Dead,2011,2011,0,Dead +40,28,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Negative,31,Alive,Black,Female,Alive,2011,2016,5,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Septicemia,White,Female,Dead,2011,2011,0,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,59,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Breast,White,Female,Dead,2011,2013,2,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,0,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +35,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Positive,96,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,5,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +66,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +77,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +77,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Unknown,0,Alive,Black,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +67,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,11,Breast,White,Female,Dead,2011,2013,2,Dead +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +79,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,15,Lung and Bronchus,White,Female,Dead,2011,2014,3,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,41,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,1,Breast,White,Female,Dead,2011,2015,4,Dead +43,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Positive,14,Alive,Black,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +33,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +28,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +58,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,15,Breast,White,Female,Dead,2011,2015,4,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +83,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,13,Diseases of Heart,Black,Female,Dead,2011,2014,3,Dead +51,15,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,15,Breast,White,Female,Dead,2011,2014,3,Dead +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,37,Positive,1,Breast,White,Female,Dead,2011,2013,2,Dead +49,0,4,Beam radiation,Yes,Radiation after surgery,Positive,Positive,64,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,69,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +68,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +68,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,19,Breast,White,Female,Dead,2011,2014,3,Dead +65,0,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,1,Small Intestine,White,Female,Dead,2011,2016,5,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,24,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +62,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,140,Borderline,0,Pneumonia and Influenza,White,Female,Dead,2011,2016,5,Dead +65,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,38,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +41,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,Unknown,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +69,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,95,Breast,Black,Female,Dead,2011,2012,1,Dead +45,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +66,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,76,Borderline,95,Breast,Black,Female,Dead,2011,2013,2,Dead +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,6,Breast,White,Female,Dead,2011,2013,2,Dead +81,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,26,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,30,Negative,9,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2014,3,Dead +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,998,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,17,Breast,White,Female,Dead,2011,2016,5,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +64,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,State DC not available or state DC available but no COD,Black,Female,Dead,2011,2015,4,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,83,Negative,7,Breast,White,Female,Dead,2011,2013,2,Dead +48,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,15,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2016,5,Dead +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +40,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,75,Negative,8,Breast,Black,Female,Dead,2011,2013,2,Dead +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +47,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,64,Positive,95,Breast,Black,Female,Dead,2011,2014,3,Dead +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,22,Alive,Black,Female,Alive,2011,2016,5,Alive +33,2,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,33,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Borderline,3,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +44,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +83,19,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,37,Positive,12,Diseases of Heart,Black,Female,Dead,2011,2012,1,Dead +84,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,70,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,44,Negative,1,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,992,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,7,Breast,White,Female,Dead,2011,2016,5,Dead +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,90,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,21,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +55,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +82,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,65,Unknown,20,Breast,White,Female,Dead,2010,2013,3,Dead +54,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,21,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +37,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,39,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,4,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,1,Alive,Black,Male,Alive,2011,2016,5,Alive +48,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Borderline,15,Alive,White,Female,Alive,2011,2016,5,Alive +30,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,71,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2015,4,Dead +77,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,20,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,68,Negative,14,Alive,Black,Female,Alive,2011,2016,5,Alive +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Positive,0,Breast,White,Female,Dead,2011,2013,2,Dead +55,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +41,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,26,Breast,Black,Female,Dead,2011,2015,4,Dead +85,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,4,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,11,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,4,Breast,White,Female,Dead,2011,2013,2,Dead +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Brain and Other Nervous System,White,Female,Dead,2011,2014,3,Dead +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +41,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,41,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +74,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +84,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Lung and Bronchus,White,Female,Dead,2011,2014,3,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +34,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,13,Positive,4,Diabetes Mellitus,Black,Female,Dead,2012,2016,4,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,4,Breast,Black,Female,Dead,2012,2015,3,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2015,4,Dead +28,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,11,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,95,Diseases of Heart,Black,Female,Dead,2012,2012,0,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Borderline,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +68,3,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,160,Negative,31,Alive,Black,Female,Alive,2011,2016,5,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Unknown,0,Breast,Black,Female,Dead,2011,2011,0,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Pneumonia and Influenza,White,Female,Dead,2011,2016,5,Dead +53,30,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,31,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,9,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,3,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,15,Homicide and Legal Intervention,Black,Female,Dead,2011,2013,2,Dead +67,6,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Positive,13,Breast,White,Female,Dead,2011,2013,2,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Breast,White,Female,Dead,2011,2015,4,Dead +66,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Unknown,6,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +29,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,68,Negative,11,Breast,Black,Female,Dead,2011,2012,1,Dead +56,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,3,Breast,White,Female,Dead,2011,2013,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Positive,8,Breast,White,Female,Dead,2011,2015,4,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,40,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +33,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,41,Positive,1,Breast,Black,Female,Dead,2011,2012,1,Dead +46,2,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,80,Negative,7,Breast,White,Female,Dead,2011,2012,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,19,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,20,Breast,White,Female,Dead,2011,2016,5,Dead +80,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,8,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2014,3,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +64,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,32,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Borderline,0,Diseases of Heart,White,Male,Dead,2011,2013,2,Dead +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +31,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,52,Negative,8,Breast,Black,Female,Dead,2011,2013,2,Dead +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,4,Breast,White,Female,Dead,2011,2013,2,Dead +58,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,10,Pneumonia and Influenza,White,Female,Dead,2011,2016,5,Dead +45,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +70,98,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,45,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Lung and Bronchus,White,Female,Dead,2011,2015,4,Dead +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,41,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +48,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,10,Liver,White,Female,Dead,2011,2015,4,Dead +84,16,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,57,Positive,19,Breast,Black,Female,Dead,2011,2013,2,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,5,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2012,1,Dead +50,13,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,15,Breast,Black,Female,Dead,2011,2012,1,Dead +54,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,38,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,25,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,10,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +65,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,15,Unknown,95,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +64,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,20,Alive,Black,Female,Alive,2011,2016,5,Alive +41,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,95,Diseases of Heart,Black,Female,Dead,2011,2012,1,Dead +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,21,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +72,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,5,Diseases of Heart,Black,Female,Dead,2011,2012,1,Dead +62,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2012,1,Dead +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +39,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,64,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +32,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,77,Negative,0,Hypertension without Heart Disease,Black,Female,Dead,2011,2013,2,Dead +73,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Hypertension without Heart Disease,White,Female,Dead,2011,2011,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +50,22,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,28,Breast,White,Female,Dead,2011,2014,3,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,3,Breast,White,Female,Dead,2011,2015,4,Dead +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,23,Alive,White,Male,Alive,2011,2016,5,Alive +80,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,23,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,43,Borderline,12,Alive,White,Female,Alive,2011,2016,5,Alive +58,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,2,Breast,Black,Female,Dead,2011,2012,1,Dead +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,995,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,33,Negative,1,Breast,White,Female,Dead,2011,2015,4,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +48,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,20,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2011,2015,4,Dead +84,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Colon excluding Rectum,White,Female,Dead,2011,2016,5,Dead +54,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,1,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,2,Other Cause of Death,Black,Female,Dead,2011,2014,3,Dead +61,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +75,25,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,25,Breast,White,Female,Dead,2011,2014,3,Dead +82,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,1,Diseases of Heart,Black,Female,Dead,2011,2013,2,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Positive,4,Breast,White,Female,Dead,2011,2016,5,Dead +42,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,104,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +96,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Diseases of Heart,Black,Female,Dead,2011,2015,4,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +69,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +38,15,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Other Cause of Death,Black,Female,Dead,2011,2015,4,Dead +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +31,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Aortic Aneurysm and Dissection,Black,Female,Dead,2011,2012,1,Dead +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,43,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Borderline,95,Breast,Black,Female,Dead,2012,2016,4,Dead +52,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,4,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +41,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +37,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,990,Unknown,3,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +74,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,7,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,55,Unknown,1,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,46,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Unknown,8,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +51,7,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,23,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,27,Hypertension without Heart Disease,Black,Female,Dead,2011,2015,4,Dead +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,51,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +76,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Unknown,0,Breast,Black,Female,Dead,2011,2011,0,Dead +77,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,46,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Unknown,0,Breast,Black,Female,Dead,2011,2011,0,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,6,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,27,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,5,Unknown,4,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,10,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,3,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +88,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,14,Breast,Black,Female,Dead,2011,2016,5,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +47,95,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,46,Negative,95,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +76,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,72,Negative,5,Breast,Black,Male,Dead,2011,2014,3,Dead +70,16,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +50,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +67,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,45,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,3,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,17,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Diseases of Heart,Black,Female,Dead,2011,2015,4,Dead +76,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +60,24,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,120,Negative,28,Breast,Black,Female,Dead,2011,2011,0,Dead +42,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,83,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2012,1,Dead +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,2,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,95,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,35,Negative,98,Breast,White,Female,Dead,2011,2011,0,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,110,Borderline,0,Diseases of Heart,Black,Female,Dead,2011,2011,0,Dead +42,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,140,Negative,0,Breast,Black,Female,Dead,2012,2012,0,Dead +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Unknown,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,42,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,8,Diseases of Heart,Black,Female,Dead,2011,2011,0,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Borderline,1,Alive,Black,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Borderline,0,Breast,Black,Male,Dead,2011,2015,4,Dead +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +54,12,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,13,Diseases of Heart,Black,Female,Dead,2012,2015,3,Dead +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Positive,17,Breast,White,Female,Dead,2011,2013,2,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +45,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,36,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,12,Breast,White,Female,Dead,2011,2014,3,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,5,Alive,White,Male,Alive,2011,2016,5,Alive +33,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2014,3,Dead +61,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +57,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,150,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,2,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2012,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +43,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,48,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +63,7,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,11,Alive,Black,Female,Alive,2011,2016,5,Alive +72,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,105,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +50,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,8,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Positive,3,Breast,White,Female,Dead,2012,2014,2,Dead +85,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,1,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +47,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,0,Breast,White,Female,Dead,2011,2012,1,Dead +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,72,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,1,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +40,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,120,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,1,Breast,Black,Female,Dead,2011,2012,1,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +52,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,23,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,2,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +58,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,28,Breast,Black,Female,Dead,2011,2015,4,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,2,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,5,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,53,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +67,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,1,Breast,White,Female,Dead,2011,2012,1,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2013,2,Dead +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +23,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,12,Alive,Black,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +19,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,3,Lung and Bronchus,White,Female,Dead,2011,2015,4,Dead +73,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,10,Breast,White,Female,Dead,2011,2014,3,Dead +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Lung and Bronchus,Black,Female,Dead,2011,2011,0,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,992,Unknown,9,Alive,Black,Female,Alive,2011,2016,5,Alive +68,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,4,Breast,White,Female,Dead,2012,2013,1,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,27,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +90,12,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,57,Negative,14,Accidents and Adverse Effects,White,Female,Dead,2011,2013,2,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,16,Alive,White,Male,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +29,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,20,Alive,Black,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +81,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +47,15,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,120,Negative,21,Breast,Black,Female,Dead,2012,2013,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,75,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +39,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,16,Breast,White,Female,Dead,2011,2013,2,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Breast,Black,Female,Dead,2011,2016,5,Dead +81,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Unknown,1,Breast,White,Female,Dead,2011,2016,5,Dead +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,135,Unknown,7,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +73,0,3,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +84,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +45,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +42,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Unknown,10,Breast,White,Female,Dead,2011,2013,2,Dead +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,25,Alive,Black,Female,Alive,2011,2016,5,Alive +88,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,41,Negative,9,Breast,White,Female,Dead,2011,2013,2,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,42,Borderline,6,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +62,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,55,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,49,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,6,Breast,White,Female,Dead,2011,2016,5,Dead +73,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Borderline,17,Breast,White,Female,Dead,2011,2014,3,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Male,Alive,2011,2016,5,Alive +64,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,56,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,47,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +37,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,38,Positive,12,Alive,Black,Female,Alive,2011,2016,5,Alive +80,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,17,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +65,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,68,Negative,5,Other Cause of Death,Black,Female,Dead,2012,2013,1,Dead +50,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,8,Breast,White,Female,Dead,2011,2012,1,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Breast,Black,Female,Dead,2011,2013,2,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +49,12,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,100,Negative,26,Miscellaneous Malignant Cancer,Black,Female,Dead,2011,2013,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,1,Alive,Black,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +30,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,10,Alive,Black,Female,Alive,2011,2016,5,Alive +81,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Diseases of Heart,Black,Female,Dead,2011,2011,0,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,6,Breast,Black,Female,Dead,2011,2014,3,Dead +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,49,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +24,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +82,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Borderline,11,Cerebrovascular Diseases,White,Female,Dead,2011,2012,1,Dead +65,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,15,Lung and Bronchus,Black,Female,Dead,2012,2015,3,Dead +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,1,Breast,Black,Female,Dead,2011,2016,5,Dead +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,58,Negative,21,Alive,Black,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +66,2,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +71,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +47,6,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +81,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Diseases of Heart,Black,Female,Dead,2012,2013,1,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +85,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,15,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,0,Pneumonia and Influenza,White,Female,Dead,2011,2016,5,Dead +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +78,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Esophagus,White,Female,Dead,2011,2015,4,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Septicemia,White,Female,Dead,2011,2013,2,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +32,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,61,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,38,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Unknown,1,Alive,Black,Female,Alive,2011,2016,5,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,46,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +50,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,4,Breast,White,Female,Dead,2012,2014,2,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,1,Diseases of Heart,Black,Female,Dead,2011,2016,5,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +30,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,46,Negative,95,Breast,Black,Female,Dead,2012,2015,3,Dead +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,95,Breast,Black,Female,Dead,2012,2014,2,Dead +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,13,Breast,White,Female,Dead,2011,2012,1,Dead +94,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,1,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,2,Negative,5,Breast,White,Female,Dead,2011,2016,5,Dead +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,4,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,35,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,77,Positive,0,Breast,White,Female,Dead,2011,2013,2,Dead +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2011,2011,0,Dead +81,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,10,Other Cause of Death,Black,Female,Dead,2011,2015,4,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,43,Negative,19,Alive,Black,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,1,Breast,White,Female,Dead,2010,2015,5,Dead +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +62,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,57,Unknown,14,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +54,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,18,Breast,White,Female,Dead,2011,2013,2,Dead +44,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,18,Breast,Black,Female,Dead,2011,2015,4,Dead +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +28,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,2,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Pancreas,Black,Female,Dead,2012,2013,1,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,998,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,7,Breast,White,Female,Dead,2011,2015,4,Dead +50,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,73,Positive,26,Alive,White,Female,Alive,2011,2016,5,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,51,Negative,17,Breast,White,Female,Dead,2011,2012,1,Dead +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,23,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,90,Negative,0,Breast,Black,Male,Dead,2011,2012,1,Dead +38,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +33,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2011,2014,3,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,53,Negative,11,Diseases of Heart,Black,Female,Dead,2011,2014,3,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,51,Unknown,19,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,21,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,109,Negative,0,Breast,Black,Female,Dead,2011,2011,0,Dead +76,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,140,Negative,0,Breast,Black,Female,Dead,2012,2012,0,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +80,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,47,Positive,0,Breast,Black,Female,Dead,2012,2013,1,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +37,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,19,Breast,Black,Female,Dead,2011,2014,3,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,115,Positive,0,Septicemia,White,Female,Dead,2011,2011,0,Dead +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,7,Congenital Anomalies,Black,Female,Dead,2011,2016,5,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2011,2011,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,56,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +54,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,15,Breast,White,Female,Dead,2011,2012,1,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Positive,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2014,3,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,17,Breast,White,Female,Dead,2011,2012,1,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +57,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,56,Negative,95,Breast,Black,Female,Dead,2012,2013,1,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,3,Diabetes Mellitus,White,Female,Dead,2011,2015,4,Dead +63,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,3,Diseases of Heart,Black,Female,Dead,2011,2016,5,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,4,Alive,White,Male,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +65,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +73,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,18,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,7,Diseases of Heart,Black,Female,Dead,2011,2013,2,Dead +35,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,12,Breast,Black,Female,Dead,2011,2015,4,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,75,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Diabetes Mellitus,White,Female,Dead,2011,2015,4,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,17,Positive,0,State DC not available or state DC available but no COD,White,Female,Dead,2011,2012,1,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Diabetes Mellitus,White,Female,Dead,2011,2012,1,Dead +59,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Breast,White,Female,Dead,2011,2015,4,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,0,Breast,White,Female,Dead,2011,2014,3,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,25,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Positive,0,State DC not available or state DC available but no COD,Black,Female,Dead,2011,2011,0,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +37,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,12,Diseases of Heart,White,Male,Dead,2011,2016,5,Dead +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,31,Negative,3,Breast,Black,Female,Dead,2011,2013,2,Dead +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,32,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +27,98,2,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,136,Unknown,0,Soft Tissue including Heart,White,Female,Dead,2011,2012,1,Dead +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Unknown,7,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,44,Positive,0,Breast,White,Female,Dead,2011,2014,3,Dead +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +29,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,1,Breast,White,Female,Dead,2011,2015,4,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,13,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,99,2,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,32,Unknown,98,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,95,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,61,Negative,95,Breast,Black,Female,Dead,2012,2015,3,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,14,Alive,Black,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Positive,40,Negative,1,Breast,White,Female,Dead,2011,2015,4,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,Black,Female,Dead,2011,2012,1,Dead +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,0,Alive,Black,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2011,0,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,3,Alive,Black,Female,Alive,2011,2016,5,Alive +49,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,68,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +53,15,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,160,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,0,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +61,95,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diabetes Mellitus,Black,Female,Dead,2011,2012,1,Dead +54,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,95,Other Cause of Death,Black,Female,Dead,2012,2013,1,Dead +49,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +85,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,12,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +76,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,68,Positive,14,Breast,Black,Female,Dead,2012,2014,2,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Breast,Black,Female,Dead,2011,2012,1,Dead +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +42,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +57,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,75,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,0,Cerebrovascular Diseases,White,Female,Dead,2011,2014,3,Dead +89,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,12,Breast,Black,Female,Dead,2011,2012,1,Dead +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,46,Positive,8,Alive,Black,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +88,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,49,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2011,2014,3,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,6,Diseases of Heart,Black,Female,Dead,2012,2012,0,Dead +78,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,95,Breast,Black,Female,Dead,2012,2014,2,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +84,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,95,Breast,White,Female,Dead,2011,2011,0,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +56,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,22,Diseases of Heart,Black,Female,Dead,2011,2013,2,Dead +70,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,0,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +34,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +31,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,56,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +51,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +73,9,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,97,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,Black,Female,Dead,2011,2013,2,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,7,Breast,White,Female,Dead,2011,2014,3,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,155,Negative,8,Breast,Black,Female,Dead,2011,2012,1,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,35,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Positive,0,Breast,White,Female,Dead,2011,2012,1,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,38,Positive,95,Breast,White,Female,Dead,2011,2014,3,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,13,Breast,White,Female,Dead,2011,2012,1,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Unknown,7,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +53,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Positive,95,Alive,Black,Female,Alive,2011,2016,5,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +87,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,1,Breast,White,Female,Dead,2011,2016,5,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,17,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,95,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,80,Negative,95,Breast,White,Female,Dead,2011,2015,4,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +41,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +45,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,16,Breast,Black,Female,Dead,2011,2014,3,Dead +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,11,Alive,White,Male,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,15,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,19,Breast,White,Female,Dead,2011,2014,3,Dead +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Borderline,1,Breast,Black,Female,Dead,2011,2015,4,Dead +40,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +78,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,95,Breast,White,Female,Dead,2011,2011,0,Dead +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,13,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2015,4,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,2,Breast,Black,Female,Dead,2011,2013,2,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,4,Breast,White,Female,Dead,2011,2011,0,Dead +52,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Positive,95,Alive,Black,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Breast,White,Female,Dead,2011,2014,3,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,25,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Borderline,Negative,70,Negative,97,Breast,Black,Female,Dead,2011,2012,1,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,White,Female,Dead,2011,2014,3,Dead +49,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,6,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,990,Unknown,2,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +95,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,4,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +55,21,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,24,Breast,White,Female,Dead,2011,2013,2,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,3,Breast,White,Female,Dead,2011,2016,5,Dead +63,23,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,38,Negative,35,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,7,Unknown,4,Breast,White,Female,Dead,2011,2013,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +44,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,32,Negative,95,State DC not available or state DC available but no COD,Black,Female,Dead,2012,2014,2,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,3,Breast,White,Female,Dead,2012,2014,2,Dead +50,0,4,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +44,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,65,Negative,12,Breast,White,Female,Dead,2012,2015,3,Dead +50,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,0,Breast,Black,Female,Dead,2011,2014,3,Dead +59,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,10,Breast,White,Female,Dead,2012,2014,2,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,8,Negative,2,Breast,Black,Female,Dead,2011,2014,3,Dead +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +83,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,18,Diseases of Heart,Black,Female,Dead,2011,2014,3,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +71,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,6,Breast,White,Female,Dead,2012,2014,2,Dead +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +86,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Positive,18,Breast,White,Female,Dead,2011,2013,2,Dead +67,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,13,Breast,White,Female,Dead,2011,2015,4,Dead +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +34,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +56,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +53,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,15,Breast,White,Female,Dead,2011,2014,3,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Unknown,0,Breast,White,Female,Dead,2011,2015,4,Dead +72,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,95,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,77,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Borderline,0,Breast,White,Female,Dead,2011,2013,2,Dead +58,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,5,Breast,White,Female,Dead,2011,2013,2,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,7,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,5,4,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,51,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +33,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,95,Alive,Black,Female,Alive,2011,2016,5,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +69,3,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,14,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +90,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Unknown,2,Atherosclerosis,White,Female,Dead,2011,2015,4,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,6,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,10,Breast,White,Female,Dead,2012,2012,0,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +71,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,15,Stomach and Duodenal Ulcers,White,Female,Dead,2011,2012,1,Dead +73,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,21,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,120,Negative,22,Breast,White,Female,Dead,2011,2014,3,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +83,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Unknown,3,Breast,White,Female,Dead,2011,2014,3,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Unknown,1,Breast,Black,Female,Dead,2011,2014,3,Dead +82,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,26,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,35,Alive,Black,Female,Alive,2011,2016,5,Alive +43,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Lung and Bronchus,Black,Female,Dead,2012,2013,1,Dead +71,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,11,Aortic Aneurysm and Dissection,White,Female,Dead,2011,2016,5,Dead +58,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Unknown,2,Alive,Black,Female,Alive,2011,2016,5,Alive +55,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,85,Positive,6,Cerebrovascular Diseases,White,Female,Dead,2012,2015,3,Dead +63,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,4,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Unknown,6,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,1,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +70,6,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,25,Ovary,White,Female,Dead,2011,2014,3,Dead +68,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,24,Breast,White,Female,Dead,2012,2016,4,Dead +75,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,21,Alive,Black,Female,Alive,2011,2016,5,Alive +64,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Unknown,27,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2012,0,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +48,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +64,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Positive,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +42,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,0,Breast,White,Female,Dead,2011,2013,2,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,54,Unknown,14,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Positive,3,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,6,Breast,White,Female,Dead,2011,2016,5,Dead +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2015,4,Dead +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,22,Breast,White,Female,Dead,2011,2013,2,Dead +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,3,Breast,White,Female,Dead,2011,2011,0,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,6,Other Cause of Death,Black,Female,Dead,2011,2015,4,Dead +77,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +78,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,0,Ovary,White,Female,Dead,2011,2015,4,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +68,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Unknown,12,Alive,Black,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +98,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,12,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2011,2014,3,Dead +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Positive,11,Diseases of Heart,Black,Female,Dead,2011,2014,3,Dead +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Diseases of Heart,Black,Female,Dead,2011,2015,4,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,23,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Negative,3,Breast,White,Female,Dead,2011,2014,3,Dead +59,99,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +76,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +49,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,135,Negative,97,Breast,White,Female,Dead,2011,2015,4,Dead +32,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,17,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +59,24,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,24,Breast,White,Female,Dead,2011,2015,4,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +43,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,15,Esophagus,White,Female,Dead,2011,2014,3,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,4,Breast,Black,Female,Dead,2013,2016,3,Dead +69,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,10,Breast,White,Female,Dead,2011,2016,5,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Diseases of Heart,Black,Female,Dead,2011,2016,5,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +85,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +32,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,30,Negative,22,Alive,Black,Female,Alive,2011,2016,5,Alive +57,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +68,3,3,Beam radiation,Yes,Radiation after surgery,Positive,Negative,94,Negative,34,Pancreas,Black,Female,Dead,2012,2015,3,Dead +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +54,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,62,Unknown,95,Breast,Black,Male,Dead,2011,2011,0,Dead +56,14,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,17,Alive,White,Male,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +39,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,84,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2012,1,Dead +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +42,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,10,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +99,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2010,2011,1,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,Black,Female,Alive,2011,2016,5,Alive +73,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,200,Negative,7,Cerebrovascular Diseases,Black,Female,Dead,2012,2016,4,Dead +89,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,95,Breast,Black,Female,Dead,2012,2012,0,Dead +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2014,2,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,2,Diseases of Heart,Black,Female,Dead,2012,2013,1,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +51,19,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,21,Accidents and Adverse Effects,White,Female,Dead,2012,2016,4,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Hypertension without Heart Disease,White,Female,Dead,2012,2014,2,Dead +58,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Positive,22,Negative,5,Lung and Bronchus,White,Female,Dead,2012,2016,4,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,26,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +45,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,Black,Female,Dead,2012,2012,0,Dead +46,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,Black,Female,Dead,2011,2011,0,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,3,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Pneumonia and Influenza,White,Female,Dead,2012,2015,3,Dead +32,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,14,Breast,Black,Female,Dead,2012,2013,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,98,Unknown,0,Breast,Black,Female,Dead,2012,2012,0,Dead +82,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2012,1,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +54,3,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,25,Negative,17,Breast,White,Female,Dead,2012,2014,2,Dead +68,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,19,Lung and Bronchus,White,Female,Dead,2012,2013,1,Dead +84,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Pancreas,White,Female,Dead,2012,2013,1,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,11,Breast,Black,Female,Dead,2012,2015,3,Dead +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,10,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +50,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +51,21,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,100,Positive,21,Lung and Bronchus,White,Female,Dead,2012,2015,3,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Breast,White,Female,Dead,2011,2015,4,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,994,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,24,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +64,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,57,Negative,9,Other Cause of Death,Black,Female,Dead,2012,2015,3,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +73,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Positive,4,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +63,14,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,14,Breast,Black,Female,Dead,2012,2013,1,Dead +64,7,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,14,Breast,White,Female,Dead,2012,2014,2,Dead +48,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,18,Breast,White,Female,Dead,2012,2015,3,Dead +69,20,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,54,Negative,23,Breast,White,Female,Dead,2012,2015,3,Dead +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,1,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +83,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +76,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,57,Positive,0,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +47,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,24,Breast,White,Female,Dead,2012,2015,3,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2012,0,Dead +80,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,39,Negative,95,Breast,White,Female,Dead,2012,2016,4,Dead +41,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Positive,2,Breast,White,Female,Dead,2012,2015,3,Dead +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Breast,White,Female,Dead,2012,2013,1,Dead +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,5,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2013,1,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +82,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,23,Negative,1,Miscellaneous Malignant Cancer,Black,Female,Dead,2012,2013,1,Dead +59,20,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,110,Negative,20,Breast,White,Female,Dead,2012,2016,4,Dead +25,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,95,State DC not available or state DC available but no COD,Black,Female,Dead,2012,2014,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,95,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +50,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,120,Negative,18,Breast,Black,Female,Dead,2012,2012,0,Dead +91,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +32,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Positive,1,Breast,Black,Female,Dead,2012,2014,2,Dead +31,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,115,Negative,24,Breast,Black,Female,Dead,2012,2013,1,Dead +82,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2011,2012,1,Dead +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,2,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,3,Breast,White,Female,Dead,2012,2015,3,Dead +73,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,150,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +73,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,41,Positive,95,Breast,White,Female,Dead,2012,2014,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +29,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +63,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,5,Breast,White,Female,Dead,2012,2014,2,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,16,Negative,3,Breast,Black,Female,Dead,2012,2015,3,Dead +65,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Positive,11,Breast,White,Female,Dead,2012,2014,2,Dead +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2012,0,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2012,2015,3,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +46,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,95,Breast,Black,Female,Dead,2012,2013,1,Dead +61,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Unknown,6,Breast,White,Female,Dead,2012,2015,3,Dead +83,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +68,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,6,Alive,Black,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,29,Negative,0,Breast,Black,Female,Dead,2012,2015,3,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +38,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Borderline,42,Negative,8,Breast,White,Female,Dead,2012,2013,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Unknown,0,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,4,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,4,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2016,4,Dead +47,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,65,Negative,12,Breast,Black,Female,Dead,2012,2013,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,0,Breast,Black,Female,Dead,2012,2012,0,Dead +51,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,115,Unknown,11,Breast,White,Female,Dead,2011,2012,1,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,15,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +55,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,27,Breast,White,Female,Dead,2012,2013,1,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,1,Unknown,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2014,2,Dead +24,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,44,Negative,30,Breast,Black,Female,Dead,2012,2016,4,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,2,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2015,3,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2015,3,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,37,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +71,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,6,Cerebrovascular Diseases,White,Female,Dead,2012,2013,1,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Suicide and Self-Inflicted Injury,White,Female,Dead,2012,2013,1,Dead +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,9,Breast,White,Female,Dead,2012,2013,1,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,5,Accidents and Adverse Effects,White,Female,Dead,2011,2012,1,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2012,2016,4,Dead +65,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,17,Miscellaneous Malignant Cancer,Black,Female,Dead,2012,2015,3,Dead +69,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +74,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,16,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2012,0,Dead +74,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,140,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,47,Negative,14,Breast,Black,Female,Dead,2012,2013,1,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,54,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +81,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,44,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +35,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Negative,8,Breast,White,Female,Dead,2012,2014,2,Dead +53,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +89,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,17,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,5,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Borderline,0,Breast,White,Female,Dead,2012,2016,4,Dead +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,2,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +94,95,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,28,Negative,95,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2016,4,Dead +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,2,Pneumonia and Influenza,White,Female,Dead,2012,2014,2,Dead +75,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Positive,8,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Diseases of Heart,Black,Female,Dead,2012,2012,0,Dead +84,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,95,Breast,White,Female,Dead,2012,2012,0,Dead +76,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +54,98,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,200,Positive,0,Breast,Black,Female,Dead,2012,2013,1,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,65,Unknown,0,Other Cause of Death,Black,Female,Dead,2012,2014,2,Dead +65,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,48,Negative,97,Breast,White,Female,Dead,2012,2012,0,Dead +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,106,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +87,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,28,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,86,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,2,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2012,2013,1,Dead +73,98,2,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,38,Unknown,0,Breast,Black,Female,Dead,2012,2015,3,Dead +69,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,6,Breast,Black,Female,Dead,2012,2016,4,Dead +65,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2015,3,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2012,2015,3,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +69,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,10,Breast,White,Female,Dead,2012,2014,2,Dead +82,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,98,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +42,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,46,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,14,Breast,Black,Female,Dead,2012,2015,3,Dead +70,3,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Negative,90,Negative,6,Breast,Black,Female,Dead,2012,2016,4,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Positive,12,Breast,White,Female,Dead,2012,2014,2,Dead +90,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,36,Positive,5,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2013,1,Dead +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Borderline,Negative,35,Negative,6,Septicemia,White,Female,Dead,2012,2012,0,Dead +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,39,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2012,2015,3,Dead +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Breast,White,Female,Dead,2012,2015,3,Dead +28,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,3,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +93,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,95,Hypertension without Heart Disease,Black,Female,Dead,2012,2016,4,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,7,Breast,Black,Female,Dead,2012,2016,4,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,36,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,1,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +56,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,8,Breast,White,Female,Dead,2012,2015,3,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2016,4,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Diseases of Heart,Black,Female,Dead,2012,2016,4,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +89,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,59,Positive,2,Breast,White,Female,Dead,2012,2012,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2013,1,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2016,4,Dead +27,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +68,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,54,Negative,17,Breast,White,Female,Dead,2012,2014,2,Dead +84,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Borderline,1,Pneumonia and Influenza,Black,Male,Dead,2012,2014,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,4,Breast,White,Female,Dead,2012,2015,3,Dead +53,7,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,70,Negative,12,Breast,White,Female,Dead,2012,2014,2,Dead +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,8,Breast,White,Female,Dead,2012,2016,4,Dead +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,0,Hypertension without Heart Disease,White,Female,Dead,2012,2016,4,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,57,Positive,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2013,1,Dead +86,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Digestive Organs,White,Female,Dead,2012,2012,0,Dead +57,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,95,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +62,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,19,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +78,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,95,Breast,White,Female,Dead,2012,2013,1,Dead +84,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,21,Breast,White,Female,Dead,2012,2016,4,Dead +78,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,13,Diseases of Heart,Black,Female,Dead,2012,2014,2,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,4,Pneumonia and Influenza,Black,Female,Dead,2012,2013,1,Dead +90,35,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,35,Breast,Black,Female,Dead,2013,2013,0,Dead +36,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Negative,14,Breast,Black,Female,Dead,2012,2016,4,Dead +43,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Positive,5,Septicemia,Black,Female,Dead,2012,2016,4,Dead +53,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,28,Breast,Black,Female,Dead,2012,2016,4,Dead +66,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +64,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,19,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,5,Breast,White,Female,Dead,2011,2014,3,Dead +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,90,Negative,1,Cerebrovascular Diseases,Black,Female,Dead,2012,2016,4,Dead +58,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,14,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +47,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,150,Negative,19,Breast,White,Female,Dead,2012,2013,1,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,110,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +83,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,White,Female,Dead,2012,2015,3,Dead +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,95,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +85,4,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,20,Breast,Black,Female,Dead,2012,2012,0,Dead +87,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,52,Unknown,3,Breast,White,Female,Dead,2012,2014,2,Dead +95,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2012,2013,1,Dead +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,4,Breast,Black,Female,Dead,2013,2014,1,Dead +71,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +49,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,82,Negative,1,Breast,Black,Female,Dead,2012,2013,1,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,108,Unknown,0,Other Cause of Death,Black,Female,Dead,2012,2013,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2012,2012,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,0,Diabetes Mellitus,White,Female,Dead,2012,2014,2,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +77,0,1,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2012,2012,0,Dead +78,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,10,Breast,White,Female,Dead,2012,2015,3,Dead +74,21,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,22,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2012,2015,3,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,7,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +71,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +66,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,14,Breast,White,Female,Dead,2012,2013,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Pneumonia and Influenza,Black,Female,Dead,2012,2016,4,Dead +77,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +56,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,36,Negative,3,Breast,White,Female,Dead,2012,2013,1,Dead +78,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,107,Negative,24,Diabetes Mellitus,Black,Female,Dead,2012,2014,2,Dead +88,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +49,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,82,Borderline,0,Breast,Black,Female,Dead,2012,2013,1,Dead +58,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,95,Breast,White,Female,Dead,2012,2012,0,Dead +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,11,Breast,Black,Female,Dead,2012,2013,1,Dead +71,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,4,Stomach,White,Female,Dead,2012,2015,3,Dead +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,21,Breast,Black,Female,Dead,2012,2013,1,Dead +66,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,0,Breast,Black,Female,Dead,2012,2016,4,Dead +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Positive,17,Breast,White,Female,Dead,2012,2014,2,Dead +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,180,Negative,4,Breast,Black,Female,Dead,2013,2015,2,Dead +88,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Borderline,11,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +79,14,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Negative,15,Breast,White,Female,Dead,2012,2015,3,Dead +62,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +90,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +53,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2013,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +68,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,6,Accidents and Adverse Effects,Black,Female,Dead,2012,2016,4,Dead +66,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,110,Positive,97,Breast,White,Female,Dead,2012,2012,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +54,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,0,Breast,Black,Female,Dead,2012,2012,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Borderline,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +57,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,4,Breast,White,Female,Dead,2012,2014,2,Dead +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Pancreas,White,Female,Dead,2012,2016,4,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,15,Unknown,0,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +86,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +66,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2013,1,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,88,Positive,0,Breast,White,Female,Dead,2012,2016,4,Dead +68,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +43,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,16,Breast,White,Female,Dead,2012,2014,2,Dead +49,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +91,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,0,Non-Hodgkin Lymphoma,White,Female,Dead,2012,2015,3,Dead +87,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,15,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +69,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,45,Unknown,0,Breast,White,Female,Dead,2012,2014,2,Dead +81,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,95,Breast,White,Female,Dead,2012,2013,1,Dead +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,13,Negative,7,Breast,White,Female,Dead,2012,2015,3,Dead +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2012,2014,2,Dead +87,3,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,6,Lung and Bronchus,Black,Female,Dead,2012,2014,2,Dead +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Negative,15,Breast,White,Female,Dead,2012,2014,2,Dead +64,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,2,Diseases of Heart,Black,Female,Dead,2013,2013,0,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,0,Breast,Black,Female,Dead,2013,2013,0,Dead +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +85,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,95,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2012,2016,4,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +75,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,24,Breast,White,Female,Dead,2012,2014,2,Dead +45,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,3,Breast,White,Female,Dead,2012,2015,3,Dead +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,6,Septicemia,White,Female,Dead,2012,2013,1,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,2,Breast,Black,Female,Dead,2012,2016,4,Dead +78,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,34,Unknown,0,Breast,Black,Female,Dead,2013,2013,0,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +71,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Breast,White,Female,Dead,2013,2015,2,Dead +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Breast,Black,Female,Dead,2010,2013,3,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +88,12,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,15,Breast,White,Female,Dead,2012,2013,1,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,17,Unknown,1,Other Cause of Death,Black,Female,Dead,2012,2016,4,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,6,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +85,8,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,27,Negative,15,Breast,White,Female,Dead,2012,2014,2,Dead +86,9,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,18,Breast,White,Female,Dead,2012,2015,3,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Brain and Other Nervous System,White,Female,Dead,2012,2016,4,Dead +54,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,41,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,1,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +75,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +68,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,95,Diseases of Heart,Black,Female,Dead,2013,2013,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Diseases of Heart,Black,Female,Dead,2012,2014,2,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2012,2015,3,Dead +66,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2013,2,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Negative,4,Accidents and Adverse Effects,White,Female,Dead,2012,2015,3,Dead +41,23,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,125,Negative,23,Breast,Black,Female,Dead,2012,2013,1,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Borderline,3,Lung and Bronchus,White,Female,Dead,2013,2016,3,Dead +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Pneumonia and Influenza,Black,Female,Dead,2013,2016,3,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,1,Breast,White,Female,Dead,2012,2016,4,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2012,2015,3,Dead +73,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,14,Breast,White,Female,Dead,2012,2013,1,Dead +92,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,95,Negative,10,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +88,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,75,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +56,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,0,Lung and Bronchus,White,Female,Dead,2013,2014,1,Dead +78,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,0,Diabetes Mellitus,Black,Female,Dead,2013,2015,2,Dead +48,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Positive,95,Breast,Black,Female,Dead,2013,2014,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +32,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,120,Negative,23,Breast,White,Female,Dead,2012,2015,3,Dead +67,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,49,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +79,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,5,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Borderline,2,Cerebrovascular Diseases,Black,Female,Dead,2013,2015,2,Dead +63,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,53,Positive,5,Breast,White,Female,Dead,2013,2016,3,Dead +37,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Negative,26,Breast,White,Female,Dead,2013,2016,3,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +78,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +39,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,12,Breast,White,Female,Dead,2013,2016,3,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,1,Breast,White,Female,Dead,2012,2015,3,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2012,2013,1,Dead +89,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,7,Breast,Black,Female,Dead,2012,2015,3,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,29,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +66,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,15,Breast,Black,Female,Dead,2012,2014,2,Dead +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,1,Lung and Bronchus,Black,Female,Dead,2012,2016,4,Dead +63,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +65,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,14,Breast,White,Female,Dead,2012,2014,2,Dead +65,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,4,Breast,White,Female,Dead,2012,2013,1,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2012,2015,3,Dead +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Lung and Bronchus,Black,Female,Dead,2013,2016,3,Dead +32,27,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,62,Negative,30,Breast,White,Female,Dead,2013,2013,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2013,1,Dead +37,40,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,49,Breast,Black,Female,Dead,2013,2015,2,Dead +77,10,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,10,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,98,Breast,White,Female,Dead,2012,2014,2,Dead +89,11,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,37,Positive,13,Breast,White,Female,Dead,2012,2016,4,Dead +54,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,Black,Female,Dead,2012,2012,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,1,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2014,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Pneumonia and Influenza,White,Female,Dead,2012,2014,2,Dead +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +43,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,36,Negative,95,Breast,White,Female,Dead,2012,2012,0,Dead +58,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,2,Breast,White,Female,Dead,2012,2013,1,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Hypertension without Heart Disease,Black,Female,Dead,2012,2014,2,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +56,98,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,19,Breast,White,Female,Dead,2013,2016,3,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,2,Breast,White,Female,Dead,2013,2015,2,Dead +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,Black,Female,Dead,2012,2013,1,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,3,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +65,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,95,Breast,White,Female,Dead,2012,2012,0,Dead +78,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +37,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,103,Positive,4,Breast,Black,Female,Dead,2012,2015,3,Dead +70,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,40,Positive,95,Breast,White,Female,Dead,2012,2016,4,Dead +54,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,19,Breast,White,Female,Dead,2012,2015,3,Dead +53,7,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,58,Negative,11,Breast,White,Female,Dead,2012,2016,4,Dead +81,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,5,Breast,Black,Female,Dead,2012,2012,0,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +89,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,90,Negative,3,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2011,2011,0,Dead +65,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2012,2012,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Cerebrovascular Diseases,Black,Female,Dead,2012,2013,1,Dead +62,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,10,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +83,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,29,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,Black,Female,Dead,2012,2014,2,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,0,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +53,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Positive,0,Breast,Black,Female,Dead,2012,2015,3,Dead +83,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,13,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +56,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,134,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +56,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,6,Breast,Black,Female,Dead,2012,2013,1,Dead +39,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,6,Breast,White,Female,Dead,2013,2013,0,Dead +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Other Biliary,Black,Female,Dead,2013,2015,2,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2016,3,Dead +52,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Negative,15,Other Cause of Death,Black,Female,Dead,2013,2015,2,Dead +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,21,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +54,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,9,Breast,White,Female,Dead,2012,2015,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,Black,Female,Dead,2013,2013,0,Dead +65,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,175,Unknown,1,Diseases of Heart,Black,Female,Dead,2012,2016,4,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Borderline,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +67,8,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,16,Breast,White,Female,Dead,2012,2014,2,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Breast,Black,Female,Dead,2012,2015,3,Dead +85,98,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,0,Lung and Bronchus,Black,Female,Dead,2013,2015,2,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,150,Unknown,0,Breast,Black,Female,Dead,2013,2013,0,Dead +77,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Pneumonia and Influenza,White,Female,Dead,2012,2015,3,Dead +68,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,13,Breast,White,Female,Dead,2012,2012,0,Dead +64,17,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,20,Breast,White,Female,Dead,2013,2016,3,Dead +73,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,8,Breast,White,Female,Dead,2013,2016,3,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,991,Positive,97,Breast,Black,Female,Dead,2010,2014,4,Dead +49,13,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,14,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +75,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,16,Breast,White,Female,Dead,2013,2015,2,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,86,Negative,14,Breast,White,Female,Dead,2013,2015,2,Dead +57,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,95,Breast,Black,Female,Dead,2013,2015,2,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +59,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,36,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,95,Breast,White,Male,Dead,2013,2016,3,Dead +58,22,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,26,State DC not available or state DC available but no COD,White,Female,Dead,2013,2015,2,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +69,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,67,Negative,0,Breast,Black,Female,Dead,2013,2013,0,Dead +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,6,Breast,White,Female,Dead,2013,2016,3,Dead +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,8,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,2,Lung and Bronchus,Black,Female,Dead,2013,2016,3,Dead +59,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +63,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,27,Unknown,95,Breast,Black,Female,Dead,2013,2015,2,Dead +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +86,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,0,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,1,Breast,White,Female,Dead,2012,2015,3,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Positive,2,Breast,Black,Female,Dead,2013,2016,3,Dead +75,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,82,Negative,13,Breast,White,Female,Dead,2012,2016,4,Dead +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Diabetes Mellitus,White,Female,Dead,2012,2014,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +52,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,95,Breast,Black,Female,Dead,2013,2013,0,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +52,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,53,Negative,95,Breast,Black,Female,Dead,2013,2014,1,Dead +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,40,Negative,8,Septicemia,White,Female,Dead,2012,2013,1,Dead +74,13,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,26,Breast,Black,Female,Dead,2013,2015,2,Dead +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,0,Breast,White,Female,Dead,2013,2013,0,Dead +76,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,121,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +76,15,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,16,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,120,Unknown,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +79,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,95,Breast,White,Female,Dead,2013,2015,2,Dead +84,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,95,Breast,White,Female,Dead,2013,2015,2,Dead +88,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2012,2012,0,Dead +53,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Negative,95,Breast,Black,Female,Dead,2013,2014,1,Dead +32,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,15,Breast,White,Female,Dead,2013,2015,2,Dead +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,6,Breast,White,Female,Dead,2012,2015,3,Dead +52,13,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,17,Breast,White,Female,Dead,2013,2014,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +32,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2014,1,Dead +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Negative,5,Breast,White,Female,Dead,2013,2015,2,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,18,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +36,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,95,Breast,Black,Female,Dead,2012,2013,1,Dead +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,1,Lung and Bronchus,White,Female,Dead,2013,2014,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2013,2013,0,Dead +55,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,51,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +73,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +84,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Unknown,95,Pancreas,White,Female,Dead,2013,2014,1,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2013,2016,3,Dead +96,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,18,Breast,White,Female,Dead,2013,2014,1,Dead +98,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,95,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2013,2015,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,120,Unknown,0,Breast,Black,Female,Dead,2012,2013,1,Dead +63,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Positive,10,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +72,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,11,Breast,Black,Female,Dead,2013,2015,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +91,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,0,Breast,White,Female,Dead,2013,2013,0,Dead +80,99,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +73,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,998,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,11,Breast,White,Female,Dead,2013,2015,2,Dead +85,11,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Negative,16,Pancreas,White,Female,Dead,2013,2013,0,Dead +55,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,82,Negative,95,Septicemia,White,Female,Dead,2013,2016,3,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,37,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +60,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Positive,6,Breast,White,Female,Dead,2013,2014,1,Dead +66,98,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,95,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +61,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,5,State DC not available or state DC available but no COD,White,Female,Dead,2012,2015,3,Dead +91,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,1,Breast,Black,Female,Dead,2013,2015,2,Dead +81,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Lung and Bronchus,White,Female,Dead,2013,2016,3,Dead +89,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +34,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,5,Breast,Black,Female,Dead,2013,2014,1,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,58,Negative,4,Breast,Black,Female,Dead,2013,2015,2,Dead +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,18,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +85,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2014,2016,2,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,White,Female,Dead,2012,2014,2,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,27,Unknown,0,Breast,Black,Female,Dead,2013,2013,0,Dead +87,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +69,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,26,Diseases of Heart,Black,Female,Dead,2012,2013,1,Dead +53,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2013,2016,3,Dead +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,2,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +76,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +65,95,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,120,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Positive,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Male,Dead,2013,2013,0,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Negative,3,Breast,Black,Female,Dead,2013,2015,2,Dead +45,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Lung and Bronchus,White,Female,Dead,2012,2012,0,Dead +58,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,3,Breast,White,Female,Dead,2013,2016,3,Dead +49,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +83,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,48,Positive,0,Cerebrovascular Diseases,White,Female,Dead,2013,2013,0,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,6,Breast,White,Female,Dead,2013,2015,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Negative,0,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +76,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,95,Breast,White,Male,Dead,2013,2014,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,Black,Female,Dead,2011,2012,1,Dead +93,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Diseases of Heart,Black,Female,Dead,2013,2016,3,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +35,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Positive,26,Breast,White,Female,Dead,2013,2015,2,Dead +82,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Borderline,95,Breast,White,Female,Dead,2013,2014,1,Dead +52,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,95,Breast,Black,Female,Dead,2013,2014,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,0,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +58,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Borderline,4,Breast,Black,Female,Dead,2013,2016,3,Dead +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,24,Breast,White,Female,Dead,2013,2016,3,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +93,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,0,Stomach,Black,Female,Dead,2013,2013,0,Dead +31,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,57,Negative,13,Breast,White,Female,Dead,2013,2016,3,Dead +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,110,Negative,0,Accidents and Adverse Effects,Black,Female,Dead,2013,2013,0,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2013,2015,2,Dead +59,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,11,Breast,Black,Female,Dead,2013,2016,3,Dead +88,13,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,17,Breast,White,Female,Dead,2013,2016,3,Dead +84,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,69,Negative,1,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,95,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Positive,5,Breast,White,Female,Dead,2013,2015,2,Dead +52,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,1,State DC not available or state DC available but no COD,White,Female,Dead,2013,2015,2,Dead +53,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,155,Negative,1,Breast,Black,Female,Dead,2013,2015,2,Dead +83,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,88,Positive,95,Other Cause of Death,Black,Male,Dead,2013,2016,3,Dead +56,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,59,Negative,95,State DC not available or state DC available but no COD,White,Female,Dead,2013,2013,0,Dead +69,14,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,181,Positive,24,Breast,White,Female,Dead,2013,2014,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +86,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Borderline,95,Breast,White,Female,Dead,2013,2015,2,Dead +65,15,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,103,Negative,15,Breast,White,Female,Dead,2013,2015,2,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,Black,Female,Dead,2013,2016,3,Dead +67,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,95,Breast,Black,Male,Dead,2013,2015,2,Dead +70,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,95,Diseases of Heart,Black,Female,Dead,2013,2013,0,Dead +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Positive,14,Breast,Black,Female,Dead,2013,2016,3,Dead +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +87,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,2,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +37,12,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,23,Breast,Black,Female,Dead,2013,2014,1,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +65,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,75,Negative,33,Breast,White,Female,Dead,2013,2014,1,Dead +87,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,3,Other Cause of Death,Black,Female,Dead,2013,2014,1,Dead +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +63,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,13,Breast,Black,Female,Dead,2013,2015,2,Dead +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,7,Breast,White,Female,Dead,2013,2015,2,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,Black,Female,Dead,2013,2013,0,Dead +86,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Positive,1,Septicemia,White,Female,Dead,2013,2015,2,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +42,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,13,Breast,White,Female,Dead,2012,2015,3,Dead +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,101,Negative,9,Breast,Black,Female,Dead,2013,2016,3,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Diabetes Mellitus,Black,Female,Dead,2013,2013,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,90,Unknown,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Unknown,1,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +85,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,5,Diseases of Heart,Black,Female,Dead,2013,2016,3,Dead +81,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Lung and Bronchus,White,Female,Dead,2013,2014,1,Dead +56,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,8,Breast,White,Female,Dead,2013,2014,1,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,90,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +65,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,0,Breast,Black,Male,Dead,2013,2014,1,Dead +65,98,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +76,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,95,Breast,Black,Female,Dead,2013,2015,2,Dead +57,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +54,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,72,Negative,11,Breast,Black,Female,Dead,2013,2014,1,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,9,Other Cause of Death,Black,Female,Dead,2013,2016,3,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Septicemia,White,Female,Dead,2013,2016,3,Dead +76,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,14,Negative,3,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2016,3,Dead +65,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,10,Breast,White,Female,Dead,2013,2015,2,Dead +72,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,95,Breast,Black,Female,Dead,2013,2016,3,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Diseases of Heart,Black,Female,Dead,2013,2016,3,Dead +65,18,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,75,Negative,19,Diseases of Heart,Black,Female,Dead,2013,2016,3,Dead +69,7,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,11,Breast,White,Female,Dead,2013,2013,0,Dead +75,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,59,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +52,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,95,Negative,95,Breast,White,Female,Dead,2013,2015,2,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +68,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Other Cause of Death,Black,Female,Dead,2013,2014,1,Dead +32,9,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,11,Breast,Black,Female,Dead,2013,2016,3,Dead +66,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Breast,Black,Female,Dead,2014,2014,0,Dead +59,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,10,Breast,White,Female,Dead,2013,2016,3,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Positive,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +69,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,11,Breast,Black,Female,Dead,2013,2016,3,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +54,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,16,Breast,Black,Female,Dead,2013,2016,3,Dead +50,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +65,16,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,16,Breast,White,Female,Dead,2013,2016,3,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,43,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +58,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,14,Breast,Black,Female,Dead,2013,2015,2,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,65,Negative,2,Breast,White,Female,Dead,2013,2015,2,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Negative,0,Breast,Black,Female,Dead,2013,2013,0,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,98,Breast,White,Female,Dead,2011,2016,5,Dead +74,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,2,Aortic Aneurysm and Dissection,White,Female,Dead,2013,2016,3,Dead +37,0,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,36,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +48,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Melanoma of the Skin,White,Female,Dead,2013,2016,3,Dead +78,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,20,Breast,White,Female,Dead,2013,2015,2,Dead +59,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,18,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2016,3,Dead +52,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,16,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,994,Negative,0,Breast,Black,Female,Dead,2013,2015,2,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,5,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +59,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,32,Unknown,98,Breast,White,Female,Dead,2013,2013,0,Dead +59,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Diseases of Heart,Black,Female,Dead,2013,2015,2,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,94,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2013,2016,3,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,2,Alzheimers (ICD-9 and 10 only),White,Male,Dead,2013,2016,3,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,State DC not available or state DC available but no COD,White,Female,Dead,2013,2014,1,Dead +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,Black,Female,Dead,2013,2015,2,Dead +65,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,6,Lung and Bronchus,Black,Female,Dead,2013,2015,2,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Diseases of Heart,Black,Female,Dead,2013,2016,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +57,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,95,Breast,White,Female,Dead,2013,2013,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,1,Breast,White,Female,Dead,2013,2016,3,Dead +57,9,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,16,Breast,Black,Female,Dead,2013,2014,1,Dead +75,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Borderline,0,Breast,White,Female,Dead,2014,2015,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,46,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,30,Negative,2,Breast,White,Female,Dead,2013,2015,2,Dead +70,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,43,Borderline,0,Breast,White,Female,Dead,2013,2013,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,992,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +75,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,0,Breast,White,Female,Dead,2013,2014,1,Dead +62,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,11,Breast,White,Female,Dead,2014,2016,2,Dead +41,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,23,Breast,White,Female,Dead,2013,2015,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,4,Suicide and Self-Inflicted Injury,White,Female,Dead,2013,2016,3,Dead +82,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2015,5,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2014,2016,2,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Breast,White,Female,Dead,2014,2015,1,Dead +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,1,Other Infectious and Parasitic Diseases including HIV,Black,Female,Dead,2014,2014,0,Dead +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Brain and Other Nervous System,White,Female,Dead,2013,2014,1,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Pneumonia and Influenza,Black,Female,Dead,2014,2015,1,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,41,Negative,4,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +90,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Positive,2,Breast,Black,Female,Dead,2013,2015,2,Dead +67,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,33,Negative,95,Diabetes Mellitus,White,Female,Dead,2013,2013,0,Dead +41,6,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,101,Negative,6,Breast,White,Female,Dead,2013,2014,1,Dead +60,7,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,7,Breast,White,Female,Dead,2013,2016,3,Dead +60,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +44,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,7,Breast,White,Female,Dead,2013,2015,2,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +35,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,8,Breast,Black,Female,Dead,2014,2015,1,Dead +67,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,1,Breast,Black,Female,Dead,2013,2015,2,Dead +78,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Borderline,97,Breast,White,Female,Dead,2013,2015,2,Dead +75,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Borderline,0,Breast,Black,Female,Dead,2013,2014,1,Dead +86,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Lung and Bronchus,White,Female,Dead,2013,2014,1,Dead +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +71,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,12,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +39,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,17,Breast,Black,Female,Dead,2014,2014,0,Dead +81,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,95,Diabetes Mellitus,Black,Female,Dead,2014,2014,0,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2014,2016,2,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,31,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,5,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +58,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,Black,Female,Dead,2013,2014,1,Dead +65,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,74,Negative,17,Breast,Black,Female,Dead,2013,2016,3,Dead +45,6,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,47,Negative,10,Breast,Black,Female,Dead,2013,2015,2,Dead +82,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +44,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,121,Negative,95,Breast,Black,Female,Dead,2014,2015,1,Dead +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,3,Diseases of Heart,Black,Female,Dead,2014,2014,0,Dead +80,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,8,Other Cause of Death,White,Male,Dead,2013,2014,1,Dead +74,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,68,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,6,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +42,17,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,25,Breast,Black,Female,Dead,2014,2016,2,Dead +86,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,0,Diseases of Heart,Black,Female,Dead,2013,2016,3,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2013,2014,1,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,63,Negative,7,Breast,Black,Female,Dead,2013,2014,1,Dead +61,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,0,State DC not available or state DC available but no COD,White,Female,Dead,2013,2014,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +28,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,62,Negative,1,Breast,Black,Female,Dead,2014,2015,1,Dead +76,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,9,Breast,White,Female,Dead,2013,2015,2,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +45,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Negative,10,Breast,Black,Female,Dead,2014,2016,2,Dead +46,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,32,Breast,White,Female,Dead,2014,2016,2,Dead +75,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +56,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,0,Breast,White,Female,Dead,2013,2014,1,Dead +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,80,Negative,11,Breast,Black,Female,Dead,2013,2015,2,Dead +80,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,0,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2014,2014,0,Dead +48,38,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,62,Negative,44,Breast,White,Female,Dead,2014,2015,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +77,9,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,21,Breast,White,Female,Dead,2014,2015,1,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,7,Septicemia,Black,Female,Dead,2014,2016,2,Dead +57,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,54,Positive,95,Breast,Black,Female,Dead,2013,2016,3,Dead +58,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,95,Breast,Black,Female,Dead,2013,2016,3,Dead +62,13,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,110,Positive,14,Breast,White,Female,Dead,2013,2015,2,Dead +64,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,13,Breast,White,Female,Dead,2013,2015,2,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,1,Breast,White,Female,Dead,2013,2015,2,Dead +68,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Other Cause of Death,Black,Female,Dead,2014,2014,0,Dead +38,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,23,Breast,White,Female,Dead,2013,2014,1,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,3,Breast,White,Female,Dead,2013,2016,3,Dead +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Positive,0,Breast,White,Female,Dead,2013,2016,3,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +99,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Unknown,0,Accidents and Adverse Effects,Black,Female,Dead,2014,2014,0,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,51,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +56,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,5,Breast,Black,Female,Dead,2014,2016,2,Dead +61,0,3,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2015,2,Dead +59,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,9,Breast,White,Female,Dead,2013,2015,2,Dead +43,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +77,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,14,Breast,White,Female,Dead,2014,2016,2,Dead +64,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,10,Breast,White,Female,Dead,2014,2016,2,Dead +80,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,95,Breast,White,Female,Dead,2014,2016,2,Dead +88,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,44,Negative,95,Breast,Black,Female,Dead,2014,2015,1,Dead +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,53,Positive,0,Breast,Black,Female,Dead,2013,2014,1,Dead +46,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2014,2014,0,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +64,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,49,Negative,19,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +78,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,Black,Female,Dead,2013,2015,2,Dead +66,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,14,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +24,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,93,Negative,95,Breast,Black,Female,Dead,2014,2014,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +40,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +39,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,95,Miscellaneous Malignant Cancer,Black,Female,Dead,2014,2014,0,Dead +89,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Positive,0,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +68,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,43,Negative,3,Brain and Other Nervous System,Black,Female,Dead,2014,2015,1,Dead +86,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +47,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,4,Breast,Black,Female,Dead,2014,2016,2,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2014,0,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,Black,Female,Dead,2014,2014,0,Dead +71,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Positive,0,Breast,Black,Female,Dead,2014,2014,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +86,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +54,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2015,5,Alive +56,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,95,Breast,White,Female,Dead,2014,2015,1,Dead +43,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,78,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +61,99,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +65,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,11,Breast,White,Female,Dead,2014,2015,1,Dead +85,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2014,2014,0,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,7,Breast,White,Female,Dead,2014,2015,1,Dead +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +83,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,78,Negative,95,Breast,Black,Female,Dead,2014,2016,2,Dead +51,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +66,6,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,6,Breast,White,Female,Dead,2014,2014,0,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2014,2,Dead +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,16,Other Cause of Death,Black,Female,Dead,2013,2014,1,Dead +46,14,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,110,Negative,14,Breast,White,Female,Dead,2014,2015,1,Dead +54,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Colon excluding Rectum,White,Female,Dead,2014,2016,2,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2014,2016,2,Dead +80,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,3,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +56,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,95,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +81,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,92,Negative,6,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,Black,Female,Dead,2014,2016,2,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,26,Negative,5,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,1,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2014,2015,1,Dead +45,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,95,Breast,White,Female,Dead,2013,2013,0,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,5,Breast,Black,Female,Dead,2014,2015,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,0,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,3,Diseases of Heart,Black,Female,Dead,2014,2015,1,Dead +53,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +72,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,1,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2013,2013,0,Dead +87,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,62,Unknown,95,Septicemia,White,Female,Dead,2014,2015,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Breast,Black,Female,Dead,2014,2014,0,Dead +86,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,0,Breast,Black,Female,Dead,2014,2016,2,Dead +65,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,800,Negative,8,Breast,White,Female,Dead,2014,2016,2,Dead +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,95,Breast,White,Female,Dead,2014,2014,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,90,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2013,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,21,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,100,Positive,13,Breast,Black,Female,Dead,2014,2015,1,Dead +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Atherosclerosis,White,Female,Dead,2014,2016,2,Dead +62,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,95,Breast,Black,Female,Dead,2014,2014,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Positive,0,Breast,Black,Female,Dead,2014,2014,0,Dead +40,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,14,Breast,White,Female,Dead,2014,2016,2,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,62,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Positive,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2016,2,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,27,Negative,6,Breast,White,Female,Dead,2014,2016,2,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +76,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,198,Negative,5,Breast,White,Female,Dead,2014,2016,2,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +76,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,995,Unknown,97,Lung and Bronchus,White,Male,Dead,2013,2016,3,Dead +73,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,3,Breast,White,Female,Dead,2014,2016,2,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,6,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +84,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Diabetes Mellitus,White,Female,Dead,2014,2016,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,5,Breast,White,Female,Dead,2013,2016,3,Dead +59,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,69,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2016,2,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +80,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,150,Negative,13,Breast,Black,Female,Dead,2014,2015,1,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +85,22,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,22,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +67,98,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Unknown,110,Unknown,0,Breast,White,Female,Dead,2014,2016,2,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,110,Unknown,98,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2014,0,Dead +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Lung and Bronchus,White,Female,Dead,2014,2016,2,Dead +56,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,10,Breast,White,Female,Dead,2014,2015,1,Dead +61,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Negative,7,Breast,White,Female,Dead,2014,2016,2,Dead +57,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,999,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +63,8,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,9,Breast,White,Female,Dead,2014,2016,2,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,69,Positive,0,Breast,Black,Female,Dead,2014,2016,2,Dead +70,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,44,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,34,Unknown,0,Breast,Black,Female,Dead,2014,2014,0,Dead +56,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,110,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +70,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,43,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +83,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,75,Negative,16,Breast,White,Female,Dead,2014,2015,1,Dead +63,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,21,Breast,White,Female,Dead,2014,2016,2,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Negative,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +85,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,46,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2016,2,Dead +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,5,Alive,Unknown,Female,Alive,2011,2016,5,Alive +79,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,48,Negative,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,59,Negative,0,Other Cause of Death,Black,Female,Dead,2014,2015,1,Dead +54,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,6,Breast,White,Female,Dead,2014,2016,2,Dead +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +74,12,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,19,Breast,White,Female,Dead,2013,2015,2,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,1,Breast,Black,Female,Dead,2014,2016,2,Dead +45,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,4,Breast,Black,Female,Dead,2014,2016,2,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Diabetes Mellitus,Black,Female,Dead,2014,2015,1,Dead +60,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,52,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +56,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,3,Breast,Black,Female,Dead,2014,2016,2,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Positive,0,Breast,Black,Female,Dead,2014,2015,1,Dead +82,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Other Cause of Death,Black,Female,Dead,2014,2015,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Septicemia,White,Female,Dead,2013,2015,2,Dead +95,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,51,Negative,3,Ovary,Black,Female,Dead,2014,2014,0,Dead +54,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,140,Negative,20,Breast,Black,Female,Dead,2014,2016,2,Dead +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,43,Negative,3,Breast,White,Female,Dead,2014,2015,1,Dead +64,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +71,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Breast,Black,Female,Dead,2014,2014,0,Dead +65,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Negative,13,Breast,White,Female,Dead,2014,2016,2,Dead +64,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,202,Negative,0,Breast,Black,Female,Dead,2014,2014,0,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,95,Negative,0,Breast,Black,Female,Dead,2014,2016,2,Dead +87,14,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,70,Positive,15,Breast,White,Female,Dead,2014,2014,0,Dead +57,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,Black,Female,Dead,2014,2014,0,Dead +52,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,95,Breast,White,Male,Dead,2014,2016,2,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Positive,0,Breast,Black,Female,Dead,2014,2015,1,Dead +69,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Positive,14,Breast,White,Female,Dead,2014,2016,2,Dead +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,12,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,5,Pancreas,White,Female,Dead,2014,2016,2,Dead +58,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,18,Breast,Black,Female,Dead,2014,2016,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,150,Negative,2,Breast,White,Female,Dead,2014,2015,1,Dead +81,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,120,Negative,4,Breast,Black,Female,Dead,2014,2014,0,Dead +68,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,98,Negative,0,Other Cause of Death,Black,Female,Dead,2014,2015,1,Dead +62,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2014,0,Dead +71,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,990,Unknown,2,Ovary,White,Female,Dead,2014,2016,2,Dead +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,7,Accidents and Adverse Effects,Black,Female,Dead,2014,2016,2,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Unknown,4,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,32,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +43,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,105,Negative,16,Breast,Black,Female,Dead,2014,2016,2,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +97,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,5,Breast,White,Female,Dead,2014,2015,1,Dead +59,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2014,2015,1,Dead +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Breast,Black,Female,Dead,2014,2014,0,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +50,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +80,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,75,Positive,95,Breast,White,Female,Dead,2014,2015,1,Dead +76,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,0,Breast,Black,Female,Dead,2014,2014,0,Dead +65,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,18,Breast,Black,Female,Dead,2014,2016,2,Dead +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,35,Unknown,0,Diabetes Mellitus,White,Female,Dead,2014,2016,2,Dead +81,31,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,34,Breast,White,Female,Dead,2013,2015,2,Dead +67,12,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,13,Breast,White,Female,Dead,2014,2016,2,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2014,2014,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2014,2015,1,Dead +48,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,36,Negative,95,Breast,Black,Female,Dead,2014,2015,1,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Diseases of Heart,Black,Female,Dead,2014,2015,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Other Cause of Death,Black,Female,Dead,2014,2015,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2014,2014,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,Black,Female,Dead,2014,2015,1,Dead +67,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +54,18,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,41,Negative,22,Breast,Black,Female,Dead,2014,2015,1,Dead +35,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Positive,95,Breast,Black,Female,Dead,2014,2016,2,Dead +53,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,87,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +35,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,63,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +67,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +43,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +48,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,67,Positive,17,Breast,White,Female,Dead,2014,2015,1,Dead +69,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,0,Positive,2,Breast,Black,Female,Dead,2014,2015,1,Dead +58,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,200,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +67,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,86,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,2,Septicemia,Black,Female,Dead,2014,2015,1,Dead +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +86,14,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,101,Negative,18,Breast,White,Female,Dead,2014,2016,2,Dead +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,998,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,45,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +76,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +53,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +91,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Positive,95,Breast,Black,Female,Dead,2015,2016,1,Dead +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,16,Breast,Black,Female,Dead,2014,2016,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +34,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,16,Breast,White,Female,Dead,2014,2016,2,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,2,Breast,White,Female,Dead,2014,2016,2,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Diseases of Heart,Black,Female,Dead,2014,2015,1,Dead +83,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2015,1,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,4,Lung and Bronchus,White,Female,Dead,2014,2015,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2014,2016,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Borderline,0,Breast,Black,Female,Dead,2015,2016,1,Dead +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2015,2016,1,Dead +45,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Positive,95,Breast,White,Female,Dead,2015,2016,1,Dead +74,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +86,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,95,Breast,Black,Female,Dead,2015,2016,1,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,54,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,18,Unknown,0,Diabetes Mellitus,White,Female,Dead,2014,2014,0,Dead +70,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,998,Unknown,0,Breast,Black,Female,Dead,2014,2014,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +67,27,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Negative,32,Breast,White,Female,Dead,2014,2015,1,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +71,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,14,Breast,White,Female,Dead,2015,2016,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2015,2015,0,Dead +65,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Positive,95,Breast,Black,Female,Dead,2015,2016,1,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Diseases of Heart,Black,Female,Dead,2015,2016,1,Dead +63,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,18,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,Black,Female,Dead,2015,2015,0,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +54,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,36,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +60,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Positive,0,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,4,Breast,White,Female,Dead,2015,2016,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2014,2014,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,5,Positive,3,Accidents and Adverse Effects,White,Female,Dead,2015,2016,1,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,0,Diseases of Heart,Black,Female,Dead,2015,2016,1,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,22,Positive,0,Breast,Black,Female,Dead,2015,2015,0,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,10,Diseases of Heart,Black,Female,Dead,2014,2015,1,Dead +50,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,20,Breast,Black,Female,Dead,2013,2016,3,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +30,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,100,Negative,2,Breast,Black,Female,Dead,2015,2016,1,Dead +74,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,14,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2015,2015,0,Dead +69,98,1,Beam radiation,No/Unknown,Radiation prior to surgery,Negative,Positive,13,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,43,Positive,0,Breast,Black,Female,Dead,2014,2015,1,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2016,2,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +56,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,0,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2014,0,Dead +45,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,106,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +76,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,115,Negative,8,Breast,White,Female,Dead,2014,2015,1,Dead +64,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,78,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,11,Breast,White,Female,Dead,2015,2016,1,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,83,Positive,0,Breast,Black,Female,Dead,2014,2015,1,Dead +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,7,Diseases of Heart,Black,Female,Dead,2015,2015,0,Dead +65,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,4,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2016,2,Dead +57,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,Black,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,84,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +90,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Stomach,White,Female,Dead,2014,2014,0,Dead +34,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +84,13,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,26,Breast,White,Female,Dead,2015,2016,1,Dead +82,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Pancreas,White,Female,Dead,2014,2015,1,Dead +54,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,46,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,4,Breast,White,Female,Dead,2014,2015,1,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,4,Breast,White,Female,Dead,2014,2016,2,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2015,2015,0,Dead +55,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,3,Diabetes Mellitus,White,Female,Dead,2015,2016,1,Dead +38,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,0,Other Cause of Death,Black,Female,Dead,2015,2016,1,Dead +54,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +69,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,85,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2015,2016,1,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Suicide and Self-Inflicted Injury,White,Female,Dead,2015,2015,0,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,51,Positive,0,Breast,Black,Female,Dead,2014,2014,0,Dead +32,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +79,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +45,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +44,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,240,Negative,11,Breast,Black,Female,Dead,2015,2016,1,Dead +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,93,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +72,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,41,Positive,95,Breast,Black,Female,Dead,2015,2016,1,Dead +59,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,95,Breast,Black,Female,Dead,2015,2016,1,Dead +84,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,998,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Breast,White,Female,Dead,2015,2016,1,Dead +84,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2014,2015,1,Dead +85,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,95,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2015,2016,1,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,67,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2014,2016,2,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Diseases of Heart,Black,Female,Dead,2014,2016,2,Dead +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,5,Breast,White,Female,Dead,2015,2016,1,Dead +92,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,2,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2015,1,Dead +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,8,Pneumonia and Influenza,Black,Female,Dead,2015,2016,1,Dead +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,23,Negative,2,Lung and Bronchus,Black,Female,Dead,2015,2016,1,Dead +75,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,8,Breast,Black,Female,Dead,2014,2016,2,Dead +65,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +66,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,150,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +44,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,99,Negative,95,Breast,Black,Female,Dead,2015,2015,0,Dead +55,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,61,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,59,Borderline,5,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Male,Dead,2015,2015,0,Dead +94,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2015,2016,1,Dead +66,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,2,Atherosclerosis,White,Female,Dead,2015,2015,0,Dead +45,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +84,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,15,Breast,White,Female,Dead,2015,2016,1,Dead +55,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +70,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,77,Negative,8,Breast,White,Female,Dead,2015,2016,1,Dead +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Positive,1,Breast,White,Female,Dead,2015,2016,1,Dead +80,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,20,Breast,White,Female,Dead,2015,2016,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,67,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Diabetes Mellitus,Black,Female,Dead,2015,2015,0,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,75,Negative,95,Breast,Black,Female,Dead,2015,2016,1,Dead +81,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,11,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +72,21,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,63,Positive,23,Breast,Black,Female,Dead,2015,2016,1,Dead +39,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,11,Breast,White,Female,Dead,2014,2015,1,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,1,Diabetes Mellitus,Black,Female,Dead,2015,2015,0,Dead +73,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,19,Breast,Black,Female,Dead,2015,2016,1,Dead +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2015,2016,1,Dead +63,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +83,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,84,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,1,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,0,Diseases of Heart,Black,Female,Dead,2015,2015,0,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,118,Unknown,0,Other Cause of Death,Black,Female,Dead,2015,2015,0,Dead +64,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,995,Unknown,99,Breast,White,Female,Dead,2012,2016,4,Dead +39,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,Black,Female,Alive,2010,2016,6,Alive +60,24,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,24,Breast,White,Female,Dead,2015,2015,0,Dead +84,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,95,Breast,Black,Female,Dead,2015,2015,0,Dead +81,95,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,33,Unknown,95,Breast,White,Female,Dead,2015,2016,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,49,Unknown,0,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2015,2015,0,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +75,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Breast,Black,Female,Dead,2015,2016,1,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Positive,9,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,130,Unknown,0,Breast,Black,Female,Dead,2015,2015,0,Dead +87,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,0,Breast,White,Male,Dead,2015,2016,1,Dead +85,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,41,Positive,95,Breast,Black,Female,Dead,2015,2015,0,Dead +69,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,1,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +51,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,185,Positive,0,Breast,Black,Female,Dead,2015,2016,1,Dead +55,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Positive,0,Breast,Black,Female,Dead,2015,2016,1,Dead +72,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +76,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,115,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +80,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,11,Breast,White,Female,Dead,2015,2016,1,Dead +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2015,2016,1,Dead +80,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,5,Breast,White,Female,Dead,2015,2016,1,Dead +99,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,42,Negative,95,Breast,Black,Female,Dead,2015,2015,0,Dead +40,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +75,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,0,Breast,Black,Female,Dead,2015,2016,1,Dead +80,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,65,Negative,6,Breast,Black,Female,Dead,2015,2016,1,Dead +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,16,Unknown,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +42,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,100,Negative,12,Breast,Black,Female,Dead,2015,2016,1,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,Blank(s),Negative,3,Breast,White,Female,Dead,2016,2016,0,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Cerebrovascular Diseases,Black,Female,Dead,2016,2016,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +49,4,3,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,Blank(s),Negative,4,Lung and Bronchus,Black,Male,Dead,2016,2016,0,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +81,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,20,Positive,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2015,2016,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,0,Breast,White,Female,Dead,2016,2016,0,Dead +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Unknown,0,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Unknown,0,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +54,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,95,Breast,White,Female,Dead,2016,2016,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,0,Breast,White,Female,Dead,2016,2016,0,Dead +65,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Breast,Black,Female,Dead,2016,2016,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +73,5,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,8,Breast,White,Female,Dead,2015,2016,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,0,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +47,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,Blank(s),Negative,95,Soft Tissue including Heart,White,Female,Dead,2016,2016,0,Dead +62,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Borderline,95,Diseases of Heart,Black,Female,Dead,2016,2016,0,Dead +30,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2014,2,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,24,Unknown,0,State DC not available or state DC available but no COD,White,Female,Dead,2015,2015,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,68,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +92,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +67,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +78,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,30,Negative,3,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Positive,0,Breast,White,Female,Dead,2016,2016,0,Dead +58,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Breast,Black,Female,Dead,2016,2016,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +42,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +35,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,112,Borderline,0,Breast,White,Female,Dead,2015,2016,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,0,Diseases of Heart,Black,Female,Dead,2015,2016,1,Dead +93,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,1,Breast,White,Female,Dead,2016,2016,0,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Diseases of Heart,Black,Female,Dead,2016,2016,0,Dead +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +84,99,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2015,2016,1,Dead +44,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,16,Miscellaneous Malignant Cancer,Black,Female,Dead,2015,2016,1,Dead +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Positive,2,Breast,Black,Female,Dead,2015,2016,1,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Male,Dead,2016,2016,0,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2015,2016,1,Dead +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,56,Positive,6,Pneumonia and Influenza,White,Female,Dead,2015,2016,1,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +88,16,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,75,Negative,19,Breast,White,Female,Dead,2015,2016,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,0,Breast,Black,Female,Dead,2016,2016,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +81,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,19,Breast,White,Female,Dead,2015,2016,1,Dead +61,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Cerebrovascular Diseases,White,Female,Dead,2016,2016,0,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Diseases of Heart,Black,Female,Dead,2016,2016,0,Dead +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Positive,15,Breast,Black,Male,Dead,2016,2016,0,Dead +81,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Breast,Black,Female,Dead,2016,2016,0,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Positive,0,Breast,White,Female,Dead,2016,2016,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Cerebrovascular Diseases,White,Female,Dead,2016,2016,0,Dead +40,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,95,Breast,Black,Female,Dead,2016,2016,0,Dead +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,Blank(s),Negative,1,Breast,White,Female,Dead,2016,2016,0,Dead +87,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +55,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Lung and Bronchus,Black,Female,Dead,2016,2016,0,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,58,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2015,2015,0,Dead +75,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Lung and Bronchus,White,Female,Dead,2016,2016,0,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,Blank(s),Unknown,0,Septicemia,White,Female,Dead,2016,2016,0,Dead +66,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Breast,Black,Female,Dead,2016,2016,0,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Diabetes Mellitus,Black,Female,Dead,2016,2016,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Borderline,0,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,Blank(s),Positive,0,Breast,Black,Female,Dead,2016,2016,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2016,4,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,Black,Female,Dead,2016,2016,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +64,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Breast,Black,Female,Dead,2015,2016,1,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +62,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,Black,Female,Dead,2016,2016,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,Black,Female,Dead,2016,2016,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Hypertension without Heart Disease,White,Female,Dead,2016,2016,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Cerebrovascular Diseases,Black,Female,Dead,2016,2016,0,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +52,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +43,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +56,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Other Cause of Death,Black,Female,Dead,2016,2016,0,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,Black,Female,Dead,2016,2016,0,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2016,2,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2016,2,Dead +75,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,95,Breast,White,Female,Dead,2016,2016,0,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,44,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2016,2016,0,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,32,Unknown,0,Breast,Black,Female,Dead,2015,2016,1,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Positive,0,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +35,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +75,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,6,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,92,Negative,17,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2014,4,Dead +59,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,95,Breast,White,Female,Dead,2011,2011,0,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +61,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +72,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,3,Breast,White,Female,Dead,2010,2014,4,Dead +50,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,2,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,3,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2010,2014,4,Dead +37,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,135,Negative,33,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +34,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +40,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Positive,27,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,34,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,28,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,61,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +43,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,3,Breast,White,Female,Dead,2010,2011,1,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Positive,24,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +57,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,80,Negative,13,Breast,White,Female,Dead,2010,2014,4,Dead +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +28,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +51,95,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,999,Unknown,95,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,21,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,80,Positive,33,Alive,White,Female,Alive,2010,2016,6,Alive +95,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Accidents and Adverse Effects,White,Female,Dead,2010,2015,5,Dead +81,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,65,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +59,15,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,21,Breast,White,Female,Dead,2010,2015,5,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +61,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,34,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,3,Beam radiation,Yes,Radiation after surgery,Negative,Negative,998,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Unknown,999,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +46,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,51,Negative,0,State DC not available or state DC available but no COD,Black,Female,Dead,2010,2015,5,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,13,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +32,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,18,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,24,State DC not available or state DC available but no COD,White,Female,Dead,2010,2016,6,Alive +85,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,4,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2013,3,Dead +45,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,91,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,95,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +70,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +58,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,16,Breast,White,Female,Dead,2010,2013,3,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,9,Breast,White,Female,Dead,2010,2014,4,Dead +68,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +51,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,95,Breast,White,Female,Dead,2010,2013,3,Dead +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Positive,25,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,60,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,0,Liver,White,Female,Dead,2010,2010,0,Dead +52,14,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,22,Breast,White,Female,Dead,2010,2014,4,Dead +54,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,18,Breast,White,Female,Dead,2010,2015,5,Dead +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,15,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,4,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,32,Negative,27,Breast,White,Female,Dead,2010,2011,1,Dead +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,29,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,99,Alive,Black,Female,Alive,2010,2016,6,Alive +61,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,99,Breast,White,Female,Dead,2010,2015,5,Dead +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2010,0,Dead +67,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,20,Lung and Bronchus,White,Female,Dead,2010,2015,5,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,Black,Female,Dead,2010,2010,0,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,2,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,1,Ovary,White,Female,Dead,2010,2015,5,Dead +88,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,99,Breast,White,Female,Dead,2010,2013,3,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,95,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +65,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,99,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +55,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,4,Breast,White,Female,Dead,2010,2012,2,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Negative,99,Breast,White,Female,Dead,2010,2014,4,Dead +43,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,95,Breast,Black,Female,Dead,2010,2011,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,98,Cerebrovascular Diseases,White,Female,Dead,2010,2013,3,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +58,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,95,Breast,White,Female,Dead,2011,2012,1,Dead +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,90,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +60,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,27,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +32,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,2,Liver,White,Female,Dead,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,97,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,80,Positive,5,Breast,White,Female,Dead,2011,2013,2,Dead +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,75,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +40,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,13,Breast,White,Female,Dead,2011,2012,1,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +47,9,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,45,Breast,White,Female,Dead,2011,2014,3,Dead +47,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +35,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Negative,1,Breast,Black,Female,Dead,2011,2013,2,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +60,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,99,Lung and Bronchus,White,Female,Dead,2011,2011,0,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,0,Breast,Black,Female,Dead,2010,2011,1,Dead +76,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +52,0,1,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Positive,11,Breast,Black,Female,Dead,2011,2013,2,Dead +61,97,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Negative,995,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,2,Breast,White,Female,Dead,2011,2012,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +60,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Positive,13,Liver,White,Female,Dead,2011,2014,3,Dead +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +33,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Positive,13,Breast,White,Female,Dead,2011,2013,2,Dead +47,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +37,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,32,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,12,Breast,Black,Female,Dead,2011,2014,3,Dead +63,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,72,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,2,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +82,13,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,46,Negative,20,Breast,White,Female,Dead,2011,2012,1,Dead +66,2,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,2,Breast,White,Female,Dead,2011,2015,4,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,95,State DC not available or state DC available but no COD,White,Female,Dead,2011,2015,4,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Unknown,1,Alive,White,Male,Alive,2011,2016,5,Alive +72,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +74,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Male,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +68,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,5,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +93,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2011,2015,4,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,48,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,99,Alive,Unknown,Female,Alive,2011,2016,5,Alive +48,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Alive,Unknown,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +57,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,99,Breast,White,Female,Dead,2011,2014,3,Dead +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Positive,2,Breast,White,Female,Dead,2011,2012,1,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,1,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +61,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,20,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +33,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,3,Breast,White,Female,Dead,2011,2015,4,Dead +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,1,Alive,Unknown,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,State DC not available or state DC available but no COD,Unknown,Female,Dead,2011,2015,4,Dead +66,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +97,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,95,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,0,Chronic Liver Disease and Cirrhosis,White,Male,Dead,2011,2016,5,Dead +95,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2011,2014,3,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2011,2013,2,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,58,Negative,5,Breast,White,Female,Dead,2011,2016,5,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,75,Negative,2,Breast,White,Female,Dead,2012,2013,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,99,Alive,Unknown,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,25,Alive,Black,Female,Alive,2011,2016,5,Alive +57,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,997,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2014,2,Dead +61,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2012,2015,3,Dead +65,4,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,67,Negative,13,State DC not available or state DC available but no COD,White,Female,Dead,2012,2016,4,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +34,23,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,38,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2012,2014,2,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,1,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +90,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +54,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +36,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,13,Breast,White,Female,Dead,2012,2015,3,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,5,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +79,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,26,Breast,White,Female,Dead,2012,2016,4,Dead +64,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +80,14,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,998,Negative,18,Breast,White,Female,Dead,2013,2013,0,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +74,99,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2014,3,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +52,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,16,Breast,White,Female,Dead,2012,2015,3,Dead +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Breast,White,Female,Dead,2012,2015,3,Dead +59,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2012,2014,2,Dead +92,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,14,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +70,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2012,2013,1,Dead +86,8,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,9,Breast,White,Female,Dead,2012,2013,1,Dead +68,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,55,Positive,7,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +36,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Breast,White,Female,Dead,2012,2015,3,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,1,Lung and Bronchus,White,Female,Dead,2011,2014,3,Dead +58,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +86,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,66,Negative,15,Breast,White,Female,Dead,2012,2013,1,Dead +63,99,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,99,Lung and Bronchus,White,Female,Dead,2012,2014,2,Dead +76,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,110,Negative,9,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2012,2014,2,Dead +45,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,1,State DC not available or state DC available but no COD,Black,Female,Dead,2012,2016,4,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,9,Breast,White,Female,Dead,2012,2014,2,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,1,Breast,White,Female,Dead,2013,2015,2,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,Black,Female,Dead,2013,2015,2,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +59,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,95,Breast,Black,Female,Dead,2013,2014,1,Dead +55,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,95,State DC not available or state DC available but no COD,White,Female,Dead,2013,2015,2,Dead +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,64,Negative,8,Brain and Other Nervous System,White,Female,Dead,2013,2015,2,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,90,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +78,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,3,Breast,White,Female,Dead,2013,2015,2,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,7,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,130,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,995,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +74,15,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,15,Breast,White,Female,Dead,2014,2016,2,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,75,Negative,18,Breast,White,Female,Dead,2013,2015,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Positive,0,Breast,White,Female,Dead,2013,2015,2,Dead +72,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2013,2016,3,Dead +60,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,2,Breast,White,Female,Dead,2014,2015,1,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,2,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +70,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,7,Pancreas,White,Female,Dead,2013,2015,2,Dead +61,0,1,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,75,Negative,4,Breast,White,Female,Dead,2013,2013,0,Dead +54,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Positive,95,Breast,White,Female,Dead,2013,2014,1,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +72,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,90,Positive,1,Breast,White,Female,Dead,2014,2014,0,Dead +81,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +49,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2015,4,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,85,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +79,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,150,Negative,7,Breast,White,Female,Dead,2014,2015,1,Dead +55,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,52,Positive,14,State DC not available or state DC available but no COD,White,Female,Dead,2015,2016,1,Dead +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,27,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,0,Hypertension without Heart Disease,White,Female,Dead,2015,2015,0,Dead +79,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Diseases of Heart,Black,Female,Dead,2014,2016,2,Dead +81,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,58,Negative,4,Lung and Bronchus,White,Female,Dead,2014,2016,2,Dead +89,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,8,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +69,99,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,120,Negative,99,Breast,White,Female,Dead,2014,2015,1,Dead +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,55,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,55,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,0,Suicide and Self-Inflicted Injury,White,Male,Dead,2014,2014,0,Dead +60,0,1,Beam radiation,No/Unknown,Radiation prior to surgery,Negative,Negative,2,Negative,5,Breast,White,Female,Dead,2014,2016,2,Dead +25,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Positive,17,State DC not available or state DC available but no COD,White,Female,Dead,2014,2015,1,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,88,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +78,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,98,Breast,White,Female,Dead,2015,2015,0,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,15,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +88,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +65,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2016,3,Dead +54,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,99,Breast,White,Female,Dead,2016,2016,0,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +95,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,1,Breast,White,Female,Dead,2015,2016,1,Dead +63,99,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +73,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +90,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +77,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,99,Breast,White,Female,Dead,2016,2016,0,Dead +80,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,99,Lung and Bronchus,White,Female,Dead,2016,2016,0,Dead +49,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +43,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +32,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,5,Hypertension without Heart Disease,White,Female,Dead,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Positive,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,46,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +53,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +92,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Positive,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,4,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,29,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,29,Breast,White,Female,Dead,2010,2011,1,Dead +83,19,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,19,Pneumonia and Influenza,White,Female,Dead,2010,2012,2,Dead +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2015,5,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Positive,3,Breast,White,Female,Dead,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,19,Unknown,0,Breast,White,Female,Dead,2010,2015,5,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,2,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,22,Negative,14,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2016,6,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +73,7,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,66,Negative,17,Breast,White,Female,Dead,2010,2014,4,Dead +75,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Unknown,12,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,41,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,22,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,16,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,0,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Unknown,3,Breast,White,Female,Dead,2010,2013,3,Dead +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,25,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +57,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,13,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2010,2012,2,Dead +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +83,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,22,Breast,White,Female,Dead,2010,2011,1,Dead +54,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,4,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,38,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,14,Breast,White,Female,Dead,2010,2014,4,Dead +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,5,Breast,White,Female,Dead,2010,2012,2,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Negative,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +50,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +59,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,19,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,28,Unknown,2,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +56,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Positive,1,Breast,White,Female,Dead,2010,2013,3,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +75,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Positive,10,Breast,White,Female,Dead,2010,2011,1,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2010,0,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +45,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Borderline,14,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2011,1,Dead +55,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,65,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +31,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +54,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +39,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,26,Alive,White,Female,Alive,2010,2016,6,Alive +94,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,7,Negative,99,Breast,White,Female,Dead,2010,2010,0,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +70,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,180,Negative,2,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,27,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Septicemia,White,Female,Dead,2010,2015,5,Dead +44,98,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Negative,7,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Borderline,4,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,16,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Borderline,25,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2015,5,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,160,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Positive,0,Lung and Bronchus,Black,Female,Dead,2010,2015,5,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +70,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,4,Soft Tissue including Heart,White,Female,Dead,2010,2014,4,Dead +37,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,13,Breast,White,Female,Dead,2010,2014,4,Dead +39,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Acute Myeloid Leukemia,White,Female,Dead,2010,2014,4,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,80,Negative,10,Breast,White,Female,Dead,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +35,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +41,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,16,Breast,White,Female,Dead,2010,2012,2,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +51,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,25,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +89,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +34,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,992,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2010,2012,2,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +40,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,38,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,1,Breast,White,Female,Dead,2010,2013,3,Dead +40,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +61,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Diabetes Mellitus,White,Female,Dead,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,5,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,73,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,2,Breast,White,Female,Dead,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,35,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,3,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Positive,2,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2015,5,Dead +89,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Unknown,0,Accidents and Adverse Effects,White,Female,Dead,2010,2013,3,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +40,22,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Positive,24,Alive,White,Female,Alive,2010,2016,6,Alive +35,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +73,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,16,Breast,White,Female,Dead,2010,2013,3,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,4,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +30,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,21,Breast,White,Female,Dead,2010,2012,2,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2011,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Borderline,0,Hypertension without Heart Disease,White,Female,Dead,2010,2012,2,Dead +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,7,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +73,16,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,18,Breast,White,Female,Dead,2010,2013,3,Dead +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,16,Alive,White,Female,Alive,2010,2016,6,Alive +51,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,14,Breast,White,Female,Dead,2010,2014,4,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +37,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Male,Alive,2010,2016,6,Alive +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +47,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,26,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +73,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +65,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +31,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,1,Breast,White,Female,Dead,2010,2013,3,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,49,Negative,25,Breast,White,Female,Dead,2010,2013,3,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,95,Breast,White,Female,Dead,2010,2010,0,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,10,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,31,Negative,10,Breast,White,Female,Dead,2010,2011,1,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,18,Breast,White,Female,Dead,2010,2011,1,Dead +72,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +47,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +35,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +77,19,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,21,Breast,White,Female,Dead,2010,2014,4,Dead +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,2,Lung and Bronchus,White,Female,Dead,2010,2013,3,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +70,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,6,Pneumonia and Influenza,White,Female,Dead,2010,2013,3,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,31,Negative,19,Breast,White,Female,Dead,2010,2013,3,Dead +63,20,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,53,Negative,21,Breast,White,Female,Dead,2010,2013,3,Dead +49,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,12,Septicemia,White,Female,Dead,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,992,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +74,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,44,Breast,White,Female,Dead,2010,2013,3,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,100,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,24,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Positive,29,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,5,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Negative,2,Breast,White,Female,Dead,2010,2013,3,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +57,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,50,Negative,13,Breast,White,Female,Dead,2010,2012,2,Dead +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,42,Negative,1,Breast,White,Female,Dead,2010,2012,2,Dead +58,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +31,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,20,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,39,Positive,24,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +48,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,5,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,Unknown,Female,Alive,2010,2016,6,Alive +58,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,11,Breast,White,Female,Dead,2010,2016,6,Alive +84,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Pancreas,White,Female,Dead,2010,2012,2,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,4,Breast,White,Female,Dead,2010,2015,5,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Lung and Bronchus,White,Female,Dead,2010,2015,5,Dead +51,4,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,41,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +59,19,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,19,Breast,White,Female,Dead,2010,2011,1,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +71,12,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,1,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +56,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,20,Breast,White,Female,Dead,2010,2012,2,Dead +94,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,2,Breast,White,Female,Dead,2010,2011,1,Dead +48,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Positive,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2010,0,Dead +67,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,9,Breast,White,Female,Dead,2010,2011,1,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,18,Breast,White,Female,Dead,2010,2012,2,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,9,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,57,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +86,3,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,26,Positive,2,Breast,White,Female,Dead,2010,2013,3,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,6,Breast,White,Female,Dead,2010,2015,5,Dead +57,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +87,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +58,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,23,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +70,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,16,Breast,White,Male,Dead,2010,2012,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,10,Hypertension without Heart Disease,White,Female,Dead,2010,2013,3,Dead +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,4,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +87,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Unknown,23,Breast,White,Female,Dead,2010,2012,2,Dead +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,4,State DC not available or state DC available but no COD,White,Female,Dead,2010,2012,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Hypertension without Heart Disease,White,Female,Dead,2010,2015,5,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +45,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +75,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,95,Breast,Black,Female,Dead,2010,2014,4,Dead +83,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Colon excluding Rectum,White,Female,Dead,2010,2013,3,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,23,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Pneumonia and Influenza,White,Female,Dead,2010,2015,5,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,992,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Pneumonia and Influenza,White,Female,Dead,2010,2013,3,Dead +88,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,55,Positive,1,Breast,White,Female,Dead,2010,2011,1,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,11,Breast,White,Female,Dead,2010,2012,2,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,12,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,21,Negative,21,Breast,White,Female,Dead,2010,2014,4,Dead +59,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,0,Breast,Black,Female,Dead,2010,2015,5,Dead +76,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Positive,12,Colon excluding Rectum,White,Female,Dead,2010,2012,2,Dead +50,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +92,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,19,Unknown,95,Breast,White,Female,Dead,2010,2010,0,Dead +40,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,12,Breast,White,Female,Dead,2010,2011,1,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +49,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Borderline,13,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2010,0,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,4,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,22,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,5,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +32,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,13,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,1,Alive,White,Female,Alive,2010,2015,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Unknown,10,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,65,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +33,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,121,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2015,5,Dead +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +71,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +33,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,23,Breast,White,Female,Dead,2010,2014,4,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Unknown,0,Breast,White,Female,Dead,2010,2012,2,Dead +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,22,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +66,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,2,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,1,Breast,White,Female,Dead,2010,2013,3,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,75,Negative,0,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +34,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2015,5,Dead +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +27,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +78,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +32,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,4,Diabetes Mellitus,White,Female,Dead,2010,2013,3,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,4,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,7,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,28,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +61,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +63,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,0,Breast,White,Female,Dead,2010,2014,4,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,990,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,15,Alive,White,Female,Alive,2010,2015,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,12,Breast,White,Female,Dead,2010,2015,5,Dead +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +60,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,19,Breast,White,Female,Dead,2010,2014,4,Dead +75,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,14,Breast,White,Female,Dead,2010,2012,2,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,4,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +89,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Borderline,17,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Unknown,7,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,5,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +78,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,4,Intrahepatic Bile Duct,White,Female,Dead,2010,2012,2,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +67,29,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,85,Negative,37,Breast,White,Female,Dead,2010,2010,0,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +33,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,40,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,7,Liver,White,Female,Dead,2010,2015,5,Dead +64,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +41,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,46,Positive,1,Breast,White,Female,Dead,2010,2012,2,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Borderline,0,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,7,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,14,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,14,Breast,White,Female,Dead,2010,2011,1,Dead +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +46,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +44,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +29,21,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,63,Negative,29,Breast,White,Female,Dead,2010,2013,3,Dead +58,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +45,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +38,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,11,Breast,White,Female,Dead,2010,2014,4,Dead +75,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,95,Breast,White,Female,Dead,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +47,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,3,Ovary,White,Female,Dead,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Unknown,5,Cervix Uteri,White,Female,Dead,2010,2014,4,Dead +50,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,6,Breast,White,Female,Dead,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,10,Breast,White,Female,Dead,2010,2015,5,Dead +48,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,31,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Breast,White,Female,Dead,2010,2015,5,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +40,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,994,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +34,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,6,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +78,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,28,Negative,15,Accidents and Adverse Effects,White,Female,Dead,2010,2015,5,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Unknown,6,Alive,White,Female,Alive,2010,2016,6,Alive +81,8,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +39,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +42,11,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2010,0,Dead +24,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,14,Breast,White,Female,Dead,2010,2012,2,Dead +54,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +90,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Hypertension without Heart Disease,White,Female,Dead,2010,2010,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +71,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,15,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Positive,0,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +84,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Borderline,13,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,36,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +38,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,14,Breast,White,Female,Dead,2010,2016,6,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,74,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +51,8,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,28,Positive,18,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2015,5,Dead +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,4,Breast,White,Female,Dead,2010,2014,4,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,7,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Borderline,7,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,63,Negative,12,Breast,White,Female,Dead,2010,2011,1,Dead +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,150,Negative,95,Accidents and Adverse Effects,White,Female,Dead,2010,2011,1,Dead +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +53,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,0,Lung and Bronchus,White,Female,Dead,2010,2011,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,16,Positive,4,Pneumonia and Influenza,White,Female,Dead,2010,2013,3,Dead +70,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +96,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,3,Breast,White,Female,Dead,2010,2014,4,Dead +46,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +72,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,4,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,7,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +58,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,15,Breast,White,Female,Dead,2010,2014,4,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +75,34,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,34,Breast,White,Female,Dead,2010,2012,2,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,5,Cerebrovascular Diseases,White,Female,Dead,2010,2015,5,Dead +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,5,Pneumonia and Influenza,White,Female,Dead,2010,2015,5,Dead +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation before and after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,95,Breast,White,Female,Dead,2010,2010,0,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +95,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Acute Myeloid Leukemia,White,Female,Dead,2010,2011,1,Dead +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +96,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,6,Hypertension without Heart Disease,White,Female,Dead,2010,2011,1,Dead +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +46,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +48,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,68,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Positive,8,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,35,Alive,White,Female,Alive,2010,2016,6,Alive +45,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,4,Breast,White,Female,Dead,2010,2016,6,Alive +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +38,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Negative,33,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,23,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,23,Breast,White,Female,Dead,2010,2015,5,Dead +61,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +53,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Borderline,Positive,16,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,28,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +54,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +65,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,9,Colon excluding Rectum,White,Female,Dead,2010,2015,5,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,1,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2011,1,Dead +44,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,39,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,1,Lung and Bronchus,White,Female,Dead,2010,2012,2,Dead +56,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +69,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,66,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,12,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,55,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,0,Pneumonia and Influenza,White,Female,Dead,2010,2013,3,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +40,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,47,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,44,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,990,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,1,Breast,White,Female,Dead,2010,2014,4,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +46,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,5,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,1,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +91,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,14,Pneumonia and Influenza,White,Female,Dead,2010,2014,4,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +91,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,95,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,991,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2015,5,Dead +65,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,10,Breast,White,Female,Dead,2010,2016,6,Alive +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,998,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +60,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,33,Negative,3,Diabetes Mellitus,White,Female,Dead,2011,2012,1,Dead +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,23,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +76,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +40,7,2,Beam radiation,Yes,Radiation after surgery,Negative,Positive,6,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Positive,13,Accidents and Adverse Effects,White,Female,Dead,2010,2015,5,Dead +30,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Positive,0,Accidents and Adverse Effects,White,Female,Dead,2010,2013,3,Dead +62,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,5,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,0,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,2,Breast,White,Female,Dead,2010,2011,1,Dead +62,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,17,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,11,Breast,White,Female,Dead,2010,2014,4,Dead +57,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,22,Alive,Black,Female,Alive,2010,2016,6,Alive +70,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +84,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,48,Negative,16,Breast,White,Female,Dead,2010,2012,2,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +41,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Borderline,9,Alive,White,Female,Alive,2010,2016,6,Alive +47,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,25,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,3,4,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,9,Rectum and Rectosigmoid Junction,White,Female,Dead,2010,2014,4,Dead +66,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Positive,14,Breast,White,Female,Dead,2010,2016,6,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,30,Unknown,27,Alive,White,Female,Alive,2010,2016,6,Alive +87,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Breast,White,Female,Dead,2010,2015,5,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,0,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,11,Breast,White,Female,Dead,2010,2013,3,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Colon excluding Rectum,White,Female,Dead,2010,2015,5,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2010,2016,6,Alive +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +47,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,7,Alive,White,Female,Alive,2010,2015,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,12,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,109,Negative,12,Breast,White,Female,Dead,2010,2014,4,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +76,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,14,Pancreas,White,Female,Dead,2010,2016,6,Alive +63,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,2,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,28,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +61,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +69,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,23,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +65,13,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,21,Breast,White,Female,Dead,2010,2014,4,Dead +60,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,1,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,14,Cervix Uteri,White,Female,Dead,2010,2016,6,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Borderline,12,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +35,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,15,Breast,White,Female,Dead,2010,2013,3,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Breast,White,Female,Dead,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Lung and Bronchus,White,Female,Dead,2010,2015,5,Dead +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,35,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +73,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Borderline,10,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,12,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,32,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,36,Breast,White,Female,Dead,2010,2011,1,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,2,Unknown,0,Breast,White,Female,Dead,2010,2014,4,Dead +54,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Borderline,14,Breast,White,Female,Dead,2010,2013,3,Dead +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,21,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,22,Breast,White,Female,Dead,2010,2015,5,Dead +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,2,Lung and Bronchus,White,Female,Dead,2010,2013,3,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Positive,1,Diabetes Mellitus,White,Female,Dead,2010,2014,4,Dead +60,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +59,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Borderline,13,Negative,16,Breast,White,Female,Dead,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +80,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Aortic Aneurysm and Dissection,White,Female,Dead,2010,2010,0,Dead +63,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2014,4,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +58,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,18,Breast,White,Female,Dead,2010,2011,1,Dead +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Breast,White,Female,Dead,2010,2011,1,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Borderline,0,Cerebrovascular Diseases,White,Female,Dead,2010,2012,2,Dead +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +73,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +62,19,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +73,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,0,Borderline,18,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +78,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,4,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +44,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +39,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Breast,White,Female,Dead,2010,2011,1,Dead +83,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,1,Other Cause of Death,White,Male,Dead,2010,2013,3,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +67,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Positive,13,Diseases of Heart,Black,Female,Dead,2010,2016,6,Alive +54,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,42,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,1,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,0,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,38,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioisotopes (1988+),Yes,Radiation after surgery,Negative,Negative,7,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +41,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation prior to surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +42,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +52,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,5,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +27,14,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,52,Negative,18,Breast,White,Female,Dead,2010,2012,2,Dead +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,14,Diseases of Heart,Black,Female,Dead,2010,2011,1,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,130,Negative,0,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +67,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2016,6,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,1,Breast,White,Female,Dead,2010,2011,1,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,11,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +88,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2010,2015,5,Dead +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,2,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2014,4,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2011,1,Dead +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,0,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,1,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Breast,White,Female,Dead,2010,2012,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +85,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2010,2013,3,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Unknown,6,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +83,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +72,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +27,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +59,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +83,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,5,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,2,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,95,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2011,1,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,4,Breast,White,Female,Dead,2010,2013,3,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,62,Negative,95,Breast,White,Female,Dead,2010,2013,3,Dead +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,84,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Negative,5,Diabetes Mellitus,White,Female,Dead,2010,2012,2,Dead +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Unknown,19,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Unknown,8,Breast,White,Female,Dead,2010,2011,1,Dead +38,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,97,Breast,White,Female,Dead,2010,2015,5,Dead +62,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,15,Brain and Other Nervous System,White,Female,Dead,2010,2014,4,Dead +62,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2015,5,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,3,Ovary,White,Female,Dead,2010,2015,5,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,42,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,65,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +72,35,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,35,Breast,White,Female,Dead,2010,2011,1,Dead +85,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,130,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +34,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,120,Positive,7,Alive,Black,Female,Alive,2010,2015,5,Alive +29,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,7,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Borderline,13,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,46,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,19,Breast,White,Female,Dead,2010,2012,2,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +32,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,4,Breast,White,Female,Dead,2010,2012,2,Dead +67,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,10,Breast,White,Female,Dead,2010,2012,2,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,6,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,3,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,54,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,0,Cerebrovascular Diseases,White,Female,Dead,2010,2011,1,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,22,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +39,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +45,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,4,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +31,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2014,4,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,65,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +71,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,7,Diabetes Mellitus,White,Female,Dead,2010,2012,2,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Negative,1,Alive,Unknown,Female,Alive,2010,2016,6,Alive +39,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,18,Breast,White,Female,Dead,2010,2014,4,Dead +59,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,54,Negative,6,Breast,White,Female,Dead,2010,2011,1,Dead +93,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Pneumonia and Influenza,White,Female,Dead,2010,2014,4,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +94,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,15,Breast,White,Female,Dead,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,31,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,37,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,71,Negative,2,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +36,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +32,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,52,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +77,18,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,18,Breast,White,Female,Dead,2010,2013,3,Dead +64,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,17,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,25,Negative,4,Breast,White,Female,Dead,2010,2011,1,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +49,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +47,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,1,Breast,White,Female,Dead,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Unknown,20,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,8,Breast,White,Female,Dead,2010,2011,1,Dead +53,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,11,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Borderline,11,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Positive,4,Alive,White,Male,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +44,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,22,Breast,White,Female,Dead,2010,2013,3,Dead +55,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Positive,26,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +47,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Positive,3,Breast,White,Female,Dead,2010,2013,3,Dead +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Positive,16,Breast,White,Female,Dead,2010,2014,4,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +43,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,998,Positive,3,Breast,White,Female,Dead,2010,2012,2,Dead +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,32,Alive,White,Female,Alive,2010,2016,6,Alive +76,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,97,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Negative,97,Alive,White,Female,Alive,2010,2016,6,Alive +67,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,56,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,18,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,2,Ovary,White,Female,Dead,2010,2013,3,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Breast,White,Female,Dead,2010,2014,4,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +66,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,20,Alive,Black,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,Unknown,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2014,3,Dead +72,6,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,75,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +72,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2016,6,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,0,Pneumonia and Influenza,White,Female,Dead,2010,2013,3,Dead +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +58,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Male,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,30,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,17,Breast,White,Female,Dead,2010,2015,5,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,991,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,97,Breast,White,Female,Dead,2010,2010,0,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +86,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,15,Alive,White,Male,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Male,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +36,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,5,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Borderline,7,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,7,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,82,Negative,7,Breast,White,Female,Dead,2010,2011,1,Dead +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2010,2010,0,Dead +76,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +45,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Positive,4,Breast,White,Female,Dead,2010,2012,2,Dead +53,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,1,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +47,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,140,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +65,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,12,Breast,White,Female,Dead,2010,2011,1,Dead +62,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,34,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +53,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,14,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +69,3,4,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,41,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,13,Breast,White,Female,Dead,2010,2010,0,Dead +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,15,Breast,White,Female,Dead,2010,2012,2,Dead +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Radioisotopes (1988+),Yes,Radiation after surgery,Negative,Negative,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,1,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,34,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,77,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +60,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,18,Breast,White,Female,Dead,2011,2015,4,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,34,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +61,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +32,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Diabetes Mellitus,White,Female,Dead,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Unknown,0,Breast,White,Female,Dead,2010,2012,2,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,2,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +38,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +89,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,95,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,4,2,Beam radiation,Yes,Radiation before and after surgery,Positive,Positive,54,Negative,7,Breast,White,Female,Dead,2010,2015,5,Dead +83,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,24,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,11,Colon excluding Rectum,White,Female,Dead,2010,2012,2,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,18,Breast,White,Female,Dead,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,200,Negative,2,Breast,White,Female,Dead,2010,2013,3,Dead +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,16,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +71,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2010,2013,3,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,59,Negative,2,Breast,White,Female,Dead,2010,2013,3,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2016,6,Alive +57,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,51,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +45,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Positive,28,Alive,White,Female,Alive,2010,2016,6,Alive +51,18,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,18,Breast,White,Female,Dead,2010,2011,1,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,3,Breast,White,Female,Dead,2010,2013,3,Dead +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,0,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,3,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +29,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,33,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +35,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,36,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,31,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,9,Colon excluding Rectum,White,Female,Dead,2010,2013,3,Dead +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2010,0,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +75,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +90,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,32,Negative,4,Breast,White,Female,Dead,2010,2013,3,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +49,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +81,12,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,993,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2010,2012,2,Dead +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,33,Unknown,0,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +89,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +60,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Unknown,4,Diabetes Mellitus,White,Female,Dead,2011,2012,1,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,17,Breast,White,Female,Dead,2011,2013,2,Dead +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +45,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2011,2011,0,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation before and after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,990,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +31,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,15,Alive,White,Male,Alive,2011,2016,5,Alive +88,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,4,Breast,White,Female,Dead,2011,2012,1,Dead +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,42,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,32,Breast,White,Female,Dead,2011,2012,1,Dead +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +28,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,23,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,19,Alive,Black,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,2,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,26,Negative,1,Breast,Black,Female,Dead,2011,2013,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +40,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +88,8,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,15,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2015,4,Dead +82,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,9,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +41,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,8,Negative,98,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +75,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2014,3,Dead +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +93,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,95,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +51,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +49,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Unknown,95,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +68,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,2,Brain and Other Nervous System,White,Female,Dead,2011,2013,2,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Positive,0,Breast,White,Female,Dead,2011,2016,5,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Soft Tissue including Heart,White,Female,Dead,2011,2011,0,Dead +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +35,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +28,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,15,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,43,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +2,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,8,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,57,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +61,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +73,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +81,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,8,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,0,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +53,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +60,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,15,Unknown,15,Alive,White,Female,Alive,2011,2016,5,Alive +55,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,19,Breast,White,Female,Dead,2011,2015,4,Dead +80,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +97,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,95,Breast,White,Female,Dead,2011,2011,0,Dead +50,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,21,Breast,White,Female,Dead,2011,2012,1,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +92,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,1,Breast,White,Female,Dead,2011,2011,0,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,85,Positive,24,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Male,Alive,2011,2016,5,Alive +52,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Diabetes Mellitus,White,Male,Dead,2011,2013,2,Dead +59,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,0,Pneumonia and Influenza,White,Female,Dead,2011,2012,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation prior to surgery,Positive,Negative,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Borderline,6,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +88,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +35,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,0,Ovary,White,Female,Dead,2011,2013,2,Dead +58,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +33,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Positive,9,Breast,White,Female,Dead,2011,2015,4,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,4,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,3,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,105,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Positive,8,Breast,White,Female,Dead,2011,2011,0,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,13,Breast,White,Female,Dead,2011,2015,4,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Diabetes Mellitus,White,Female,Dead,2011,2015,4,Dead +27,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,56,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,9,Breast,White,Female,Dead,2011,2012,1,Dead +52,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,68,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +90,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,4,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +55,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,0,Tongue,White,Female,Dead,2011,2015,4,Dead +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,43,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +88,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,26,Breast,White,Female,Dead,2011,2014,3,Dead +42,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Borderline,6,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2011,2016,5,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Breast,White,Female,Dead,2011,2015,4,Dead +76,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +62,5,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,18,Lung and Bronchus,White,Female,Dead,2011,2013,2,Dead +56,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,5,Corpus Uteri,White,Female,Dead,2011,2014,3,Dead +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,13,Suicide and Self-Inflicted Injury,White,Female,Dead,2011,2014,3,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +37,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2011,2016,5,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,7,Breast,White,Female,Dead,2011,2015,4,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +54,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Borderline,13,Alive,White,Male,Alive,2011,2016,5,Alive +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,240,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Unknown,16,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,95,Breast,White,Female,Dead,2011,2015,4,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Intraoperative radiation,Negative,Negative,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Borderline,9,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +57,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,75,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Diabetes Mellitus,White,Female,Dead,2011,2014,3,Dead +76,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Unknown,25,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,1,Breast,White,Female,Dead,2011,2015,4,Dead +49,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,1,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2014,3,Dead +40,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +39,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +92,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,13,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,78,Negative,13,Breast,White,Female,Dead,2011,2014,3,Dead +42,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,0,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +87,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,15,Breast,White,Female,Dead,2011,2012,1,Dead +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Lung and Bronchus,White,Female,Dead,2011,2013,2,Dead +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +49,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +50,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,120,Negative,95,Breast,White,Female,Dead,2011,2015,4,Dead +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +82,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,3,Breast,White,Female,Dead,2011,2012,1,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Negative,16,Breast,White,Female,Dead,2011,2013,2,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,88,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Borderline,21,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Male,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,3,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Negative,998,Negative,3,Breast,White,Female,Dead,2011,2013,2,Dead +45,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,990,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,80,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Alive,White,Male,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,1,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +31,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,11,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2013,2,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,21,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,220,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +51,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,21,Breast,White,Female,Dead,2011,2015,4,Dead +69,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +73,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +81,4,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,2,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +53,97,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Negative,7,Breast,White,Female,Dead,2011,2014,3,Dead +61,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +47,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +38,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Negative,5,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,7,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,75,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +45,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,990,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,7,Unknown,0,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Alive,White,Male,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,5,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,21,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,6,Esophagus,White,Female,Dead,2011,2015,4,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,5,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +76,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Diabetes Mellitus,White,Female,Dead,2011,2016,5,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,10,Borderline,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,0,Breast,White,Female,Dead,2011,2015,4,Dead +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,5,Breast,White,Female,Dead,2011,2012,1,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,87,Positive,22,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,54,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,5,Alive,Unknown,Male,Alive,2011,2016,5,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +25,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,18,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,22,Breast,White,Female,Dead,2011,2016,5,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,95,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,997,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,3,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,3,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,67,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,999,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,31,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,45,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Borderline,12,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,4,Breast,White,Female,Dead,2011,2013,2,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,39,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Acute Lymphocytic Leukemia,White,Female,Dead,2011,2015,4,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,86,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,19,Lung and Bronchus,White,Female,Dead,2011,2015,4,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Diabetes Mellitus,White,Female,Dead,2011,2013,2,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +81,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2013,2,Dead +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,2,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Positive,40,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Borderline,1,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2011,2014,3,Dead +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,2,State DC not available or state DC available but no COD,White,Female,Dead,2011,2012,1,Dead +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,990,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,75,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +67,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,17,Alive,White,Male,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,32,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +64,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Borderline,14,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,4,1,Beam radiation,No/Unknown,Radiation before and after surgery,Positive,Positive,35,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,8,Unknown,0,Accidents and Adverse Effects,White,Female,Dead,2011,2016,5,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,170,Negative,3,Soft Tissue including Heart,White,Female,Dead,2011,2012,1,Dead +38,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,80,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2016,5,Dead +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Borderline,1,Breast,White,Female,Dead,2011,2016,5,Dead +57,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,72,Unknown,13,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +69,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,0,Breast,White,Female,Dead,2011,2015,4,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,98,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,107,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Lung and Bronchus,White,Female,Dead,2011,2013,2,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,17,Unknown,0,Breast,White,Female,Dead,2011,2015,4,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2011,2016,5,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +31,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,28,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +82,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +61,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,21,Breast,White,Female,Dead,2011,2016,5,Dead +73,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +86,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,11,Breast,White,Female,Dead,2011,2013,2,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,75,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,47,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +40,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +61,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,8,Urinary Bladder,White,Female,Dead,2011,2014,3,Dead +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Positive,2,Lung and Bronchus,White,Female,Dead,2011,2014,3,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Positive,8,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +85,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,3,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,97,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,9,Breast,White,Female,Dead,2011,2014,3,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,145,Borderline,8,Breast,White,Female,Dead,2011,2015,4,Dead +75,1,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Negative,70,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +54,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +31,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Positive,1,Breast,Black,Female,Dead,2011,2012,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +73,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2012,1,Dead +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +73,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,30,Alive,White,Male,Alive,2011,2016,5,Alive +64,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,46,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,63,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +57,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,12,Breast,White,Female,Dead,2011,2013,2,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Breast,White,Female,Dead,2011,2014,3,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,52,Negative,24,Breast,White,Female,Dead,2011,2012,1,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,34,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,6,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +35,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,95,Breast,White,Female,Dead,2011,2016,5,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,54,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,19,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,12,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +46,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,14,Breast,White,Female,Dead,2011,2016,5,Dead +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Negative,8,Breast,White,Female,Dead,2011,2013,2,Dead +68,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +78,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,15,Breast,White,Female,Dead,2011,2014,3,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,2,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +64,14,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Lung and Bronchus,White,Female,Dead,2011,2013,2,Dead +72,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,76,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,5,Unknown,17,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,1,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,15,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,995,Negative,0,Pneumonia and Influenza,White,Female,Dead,2011,2012,1,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,29,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,18,Positive,2,Lung and Bronchus,White,Female,Dead,2011,2013,2,Dead +59,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,110,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Borderline,11,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,14,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,100,Positive,0,Breast,White,Female,Dead,2011,2013,2,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2015,4,Dead +47,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,998,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,2,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,35,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2013,2,Dead +78,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,14,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,44,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2011,2012,1,Dead +43,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,3,Unknown,95,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,46,Negative,16,Breast,White,Female,Dead,2011,2013,2,Dead +55,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +36,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,42,Negative,2,Breast,White,Female,Dead,2011,2014,3,Dead +71,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,12,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,44,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,8,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +35,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,32,Alive,White,Female,Alive,2011,2016,5,Alive +89,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,41,Negative,11,Septicemia,White,Female,Dead,2011,2016,5,Dead +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2011,2016,5,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,6,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +68,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Breast,White,Female,Dead,2011,2016,5,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,1,Hypertension without Heart Disease,White,Female,Dead,2011,2013,2,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,120,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +50,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,13,Breast,White,Female,Dead,2011,2013,2,Dead +73,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Negative,3,Breast,White,Female,Dead,2011,2013,2,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,6,Alive,White,Male,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,Black,Female,Dead,2010,2012,2,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,0,Breast,White,Female,Dead,2011,2013,2,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Borderline,17,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +44,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,81,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +98,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,3,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,82,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,8,Breast,White,Female,Dead,2011,2011,0,Dead +54,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,34,Positive,2,Breast,White,Female,Dead,2011,2014,3,Dead +83,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +56,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Positive,24,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,14,Esophagus,White,Female,Dead,2011,2014,3,Dead +82,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,53,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,76,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,77,Breast,Black,Female,Dead,2011,2012,1,Dead +56,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +96,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2011,2016,5,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +45,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,37,Negative,26,Breast,White,Female,Dead,2011,2012,1,Dead +58,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,44,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Positive,12,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,9,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +45,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,Unknown,Female,Dead,2011,2013,2,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,65,Negative,2,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +57,19,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,19,Breast,White,Female,Dead,2011,2015,4,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +43,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,23,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,13,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +50,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,55,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,3,Breast,White,Female,Dead,2011,2012,1,Dead +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,4,Breast,White,Female,Dead,2011,2016,5,Dead +60,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,88,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,270,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +24,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,98,Breast,White,Female,Dead,2011,2016,5,Dead +46,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,3,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +66,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +49,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,19,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +32,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,13,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2011,2011,0,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +54,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Positive,7,Breast,White,Female,Dead,2011,2015,4,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,7,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Male,Dead,2011,2011,0,Dead +57,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +89,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Breast,White,Female,Dead,2011,2016,5,Dead +50,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,0,Breast,White,Female,Dead,2011,2014,3,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,2,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +89,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,14,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +73,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +61,5,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Hypertension without Heart Disease,White,Female,Dead,2011,2014,3,Dead +45,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,75,Positive,13,Breast,White,Female,Dead,2011,2012,1,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,2,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,41,Negative,18,Breast,White,Female,Dead,2011,2015,4,Dead +93,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,2,Alive,White,Male,Alive,2011,2016,5,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,4,Colon excluding Rectum,White,Female,Dead,2011,2016,5,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,993,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +72,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,25,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,40,Alive,White,Male,Alive,2011,2016,5,Alive +69,11,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,54,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +73,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,998,Borderline,13,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Unknown,7,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,20,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2015,4,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +78,3,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,15,Breast,White,Female,Dead,2011,2016,5,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +50,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,39,Borderline,95,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,997,Unknown,0,Diabetes Mellitus,White,Female,Dead,2011,2013,2,Dead +65,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,5,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,4,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,3,Kidney and Renal Pelvis,White,Female,Dead,2011,2014,3,Dead +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,46,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +89,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,13,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,10,Breast,White,Female,Dead,2011,2014,3,Dead +66,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,46,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,41,Negative,4,Accidents and Adverse Effects,White,Female,Dead,2011,2016,5,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +43,23,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,98,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,17,Alive,White,Male,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,55,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +33,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2011,2012,1,Dead +72,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,64,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,7,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2013,2,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +88,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,42,Negative,8,Accidents and Adverse Effects,White,Female,Dead,2011,2014,3,Dead +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,11,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,52,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,0,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +56,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2011,2014,3,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,24,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,90,Negative,14,Breast,White,Female,Dead,2011,2015,4,Dead +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +84,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Septicemia,White,Female,Dead,2011,2013,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,1,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Unknown,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,2,Breast,Black,Female,Dead,2011,2014,3,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2014,3,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,15,Unknown,0,Diabetes Mellitus,White,Female,Dead,2011,2013,2,Dead +77,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,25,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Positive,2,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2012,1,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Positive,23,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +50,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2014,3,Dead +69,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,993,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +72,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,17,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +48,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,38,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +28,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,9,Breast,Black,Female,Dead,2011,2014,3,Dead +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,5,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2012,1,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +53,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +64,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,23,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,4,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation before and after surgery,Negative,Negative,998,Negative,1,Breast,White,Female,Dead,2011,2012,1,Dead +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,15,Hypertension without Heart Disease,White,Female,Dead,2011,2012,1,Dead +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,42,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,49,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +68,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +86,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Unknown,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,61,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +49,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +56,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,64,Negative,95,Breast,White,Female,Dead,2011,2011,0,Dead +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +55,11,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,9,Pneumonia and Influenza,White,Female,Dead,2011,2013,2,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +54,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Positive,95,Breast,White,Female,Dead,2011,2011,0,Dead +65,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,22,Breast,White,Female,Dead,2011,2015,4,Dead +47,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +42,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,993,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +52,15,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,993,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,4,Pancreas,White,Female,Dead,2011,2013,2,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,1,Breast,White,Female,Dead,2011,2012,1,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2015,4,Dead +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +20,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +70,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2016,5,Dead +82,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Positive,4,Accidents and Adverse Effects,White,Female,Dead,2011,2016,5,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +59,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +46,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,12,Breast,White,Female,Dead,2011,2015,4,Dead +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,48,Unknown,6,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,13,Breast,White,Female,Dead,2011,2011,0,Dead +56,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,24,Negative,1,Breast,White,Female,Dead,2011,2015,4,Dead +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,3,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,26,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,22,Breast,White,Female,Dead,2011,2011,0,Dead +38,3,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Positive,120,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +41,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,22,Breast,White,Female,Dead,2010,2013,3,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,5,Unknown,7,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2015,4,Dead +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,31,Borderline,3,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +81,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Borderline,95,Breast,White,Female,Dead,2010,2014,4,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Borderline,12,Alive,White,Female,Alive,2010,2016,6,Alive +53,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,16,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,2,Radioactive implants (includes brachytherapy) (1988+),Yes,Intraoperative radiation,Negative,Negative,2,Negative,1,Other Acute Leukemia,White,Female,Dead,2011,2016,5,Dead +82,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,12,Cerebrovascular Diseases,White,Female,Dead,2011,2014,3,Dead +50,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,27,Negative,10,Breast,White,Female,Dead,2010,2015,5,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +78,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +57,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,3,Alive,Unknown,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,48,Positive,3,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +82,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,4,Breast,White,Female,Dead,2011,2014,3,Dead +73,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,9,Cerebrovascular Diseases,White,Female,Dead,2011,2012,1,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Positive,9,Breast,White,Female,Dead,2011,2015,4,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +81,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,0,Hypertension without Heart Disease,White,Female,Dead,2011,2015,4,Dead +57,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +32,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Unknown,Unknown,12,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,2,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,14,Accidents and Adverse Effects,White,Female,Dead,2011,2012,1,Dead +77,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,31,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Positive,22,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,11,Cerebrovascular Diseases,White,Female,Dead,2011,2013,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,37,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +37,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,30,Breast,White,Female,Dead,2011,2015,4,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,6,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +32,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,42,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +83,12,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,13,Breast,White,Female,Dead,2011,2015,4,Dead +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Unknown,7,Alive,White,Female,Alive,2011,2016,5,Alive +37,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2011,2013,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +36,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +48,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,95,Breast,White,Female,Dead,2011,2013,2,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Unknown,17,Breast,White,Female,Dead,2011,2012,1,Dead +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Aortic Aneurysm and Dissection,White,Female,Dead,2011,2015,4,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,14,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,14,State DC not available or state DC available but no COD,White,Female,Dead,2011,2014,3,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +48,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,990,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,12,Breast,White,Female,Dead,2011,2014,3,Dead +42,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,994,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,150,Positive,2,Breast,Black,Female,Dead,2011,2012,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,992,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,3,2,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,17,Negative,30,Alive,White,Female,Alive,2011,2016,5,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +58,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +48,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,21,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,0,Borderline,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2014,3,Dead +34,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Positive,34,Alive,White,Female,Alive,2011,2016,5,Alive +28,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +49,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Borderline,15,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +99,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,4,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Pancreas,White,Female,Dead,2011,2014,3,Dead +37,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,58,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,10,Breast,White,Female,Dead,2011,2014,3,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Breast,White,Male,Dead,2011,2015,4,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +45,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,103,Negative,8,Breast,White,Female,Dead,2011,2013,2,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,42,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,17,Breast,White,Female,Dead,2011,2015,4,Dead +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,12,Breast,White,Female,Dead,2011,2015,4,Dead +54,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,10,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +77,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Borderline,11,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,1,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +74,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,125,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,1,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,10,Brain and Other Nervous System,White,Female,Dead,2011,2014,3,Dead +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,3,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +61,2,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,63,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,23,Breast,White,Female,Dead,2011,2014,3,Dead +55,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2016,5,Dead +47,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,7,Breast,White,Female,Dead,2011,2015,4,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Diabetes Mellitus,White,Female,Dead,2011,2014,3,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,57,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,150,Positive,8,Breast,White,Female,Dead,2011,2013,2,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Unknown,0,Breast,White,Female,Dead,2011,2013,2,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,Unknown,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,53,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2014,2,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,2,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +52,1,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,64,Positive,1,Breast,White,Female,Dead,2012,2016,4,Dead +53,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,24,Corpus Uteri,White,Female,Dead,2012,2015,3,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +79,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +79,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +78,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,993,Negative,16,Breast,White,Female,Dead,2012,2016,4,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2012,0,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +63,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2012,2016,4,Dead +77,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Positive,10,Breast,White,Female,Dead,2012,2013,1,Dead +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,2,Breast,White,Female,Dead,2012,2013,1,Dead +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,6,Suicide and Self-Inflicted Injury,White,Male,Dead,2012,2014,2,Dead +64,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +67,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +58,13,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,13,Breast,White,Female,Dead,2012,2015,3,Dead +57,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Positive,95,Breast,White,Female,Dead,2012,2013,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +53,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,8,Diabetes Mellitus,White,Female,Dead,2012,2016,4,Dead +82,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,80,Negative,14,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2012,2012,0,Dead +43,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,10,Miscellaneous Malignant Cancer,Black,Female,Dead,2012,2012,0,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +49,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,12,Breast,White,Female,Dead,2012,2012,0,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2014,2,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,20,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,170,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,3,Breast,White,Female,Dead,2012,2012,0,Dead +79,98,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Negative,40,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +41,7,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,12,Breast,White,Female,Dead,2012,2014,2,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,10,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,4,Breast,Black,Female,Dead,2012,2013,1,Dead +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,3,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +92,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Breast,White,Female,Dead,2012,2012,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,17,Unknown,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +54,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2014,2,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +58,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,100,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +55,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,28,Breast,White,Female,Dead,2012,2016,4,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,28,Negative,2,Breast,White,Female,Dead,2012,2015,3,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,3,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +62,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,80,Positive,13,Breast,White,Female,Dead,2011,2014,3,Dead +64,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,56,Positive,25,Alive,White,Female,Alive,2011,2016,5,Alive +65,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,16,Breast,White,Female,Dead,2011,2014,3,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +66,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,7,Aortic Aneurysm and Dissection,White,Female,Dead,2012,2016,4,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Pneumonia and Influenza,White,Female,Dead,2012,2015,3,Dead +84,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Unknown,10,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +30,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,34,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,0,Accidents and Adverse Effects,White,Female,Dead,2012,2014,2,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,46,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,17,Negative,98,Breast,White,Female,Dead,2012,2014,2,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,12,Breast,White,Female,Dead,2012,2013,1,Dead +65,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,15,Cerebrovascular Diseases,White,Female,Dead,2012,2015,3,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +86,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,6,Breast,White,Female,Dead,2012,2015,3,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +89,13,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,14,Breast,White,Female,Dead,2012,2013,1,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +94,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +83,6,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,40,Negative,9,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +48,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,7,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,13,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +85,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,11,Breast,White,Female,Dead,2012,2015,3,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +69,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,15,Other Cause of Death,Black,Female,Dead,2012,2014,2,Dead +58,12,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,22,Pancreas,White,Male,Dead,2012,2015,3,Dead +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,994,Positive,0,Breast,White,Female,Dead,2012,2016,4,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Positive,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,6,Pneumonia and Influenza,White,Female,Dead,2012,2015,3,Dead +76,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,9,Breast,White,Female,Dead,2012,2014,2,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,1,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2015,3,Dead +34,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,7,Breast,White,Female,Dead,2012,2014,2,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,45,Negative,8,Breast,White,Female,Dead,2012,2013,1,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Positive,1,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +67,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,17,Breast,White,Female,Dead,2012,2013,1,Dead +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,4,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,190,Negative,19,Breast,White,Female,Dead,2012,2013,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Positive,2,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +56,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,10,Breast,White,Female,Dead,2012,2014,2,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,130,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2014,2,Dead +72,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,24,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +66,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,51,Positive,11,Breast,White,Female,Dead,2012,2012,0,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,65,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2012,2013,1,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,13,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +86,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Unknown,0,Pneumonia and Influenza,White,Female,Dead,2012,2013,1,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,0,Lung and Bronchus,White,Female,Dead,2012,2013,1,Dead +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,70,Negative,9,Breast,White,Female,Dead,2012,2014,2,Dead +76,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,95,Breast,White,Female,Dead,2012,2012,0,Dead +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Positive,0,Breast,White,Female,Dead,2012,2016,4,Dead +93,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Pneumonia and Influenza,White,Female,Dead,2012,2013,1,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,48,Unknown,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2012,2012,0,Dead +78,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,0,Breast,White,Male,Dead,2012,2012,0,Dead +96,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Positive,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +67,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,7,Breast,White,Female,Dead,2012,2014,2,Dead +52,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,5,Breast,White,Female,Dead,2012,2014,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2014,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2013,1,Dead +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,95,Breast,White,Female,Dead,2012,2012,0,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,2,Breast,White,Female,Dead,2012,2012,0,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +75,0,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,35,Negative,97,Breast,White,Female,Dead,2012,2013,1,Dead +50,17,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,45,Positive,19,Lung and Bronchus,White,Female,Dead,2012,2016,4,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,1,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,12,Breast,White,Female,Dead,2012,2016,4,Dead +46,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,15,Breast,White,Female,Dead,2012,2016,4,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,0,Pancreas,White,Female,Dead,2012,2015,3,Dead +43,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,65,Negative,19,Breast,White,Female,Dead,2012,2014,2,Dead +83,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,135,Negative,6,Accidents and Adverse Effects,White,Male,Dead,2012,2013,1,Dead +83,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,7,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2016,4,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +70,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,16,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +83,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Positive,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +63,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,10,Breast,White,Female,Dead,2012,2014,2,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,61,Negative,0,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,993,Positive,0,Diseases of Heart,Black,Female,Dead,2012,2012,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +73,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,12,Breast,White,Female,Dead,2012,2014,2,Dead +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Gallbladder,White,Female,Dead,2012,2015,3,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,5,Breast,White,Female,Dead,2012,2015,3,Dead +38,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,17,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,30,Negative,5,Breast,White,Female,Dead,2012,2013,1,Dead +69,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,14,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +65,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,0,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +40,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,11,Breast,White,Female,Dead,2012,2013,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +57,11,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,11,Breast,White,Female,Dead,2012,2015,3,Dead +64,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,0,Lung and Bronchus,White,Female,Dead,2012,2012,0,Dead +46,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,130,Positive,95,Breast,White,Female,Dead,2012,2013,1,Dead +49,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,95,Breast,White,Female,Dead,2012,2016,4,Dead +76,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,95,Accidents and Adverse Effects,White,Female,Dead,2012,2013,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2011,0,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +88,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,2,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +71,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,3,Breast,White,Female,Dead,2012,2013,1,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2012,2016,4,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,10,Breast,White,Female,Dead,2012,2015,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,114,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +60,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +70,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,14,Breast,White,Female,Dead,2012,2013,1,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,9,Breast,White,Male,Dead,2012,2014,2,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2012,0,Dead +34,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,998,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +75,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,25,Breast,White,Female,Dead,2012,2013,1,Dead +46,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,6,Breast,Black,Female,Dead,2012,2015,3,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,43,Negative,20,Breast,White,Female,Dead,2012,2014,2,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2012,2016,4,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,72,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +84,6,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,90,Positive,19,Breast,White,Female,Dead,2012,2013,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Diabetes Mellitus,White,Female,Dead,2012,2014,2,Dead +58,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,996,Unknown,0,Lung and Bronchus,White,Female,Dead,2012,2012,0,Dead +31,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,29,Positive,11,Breast,White,Female,Dead,2012,2014,2,Dead +61,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,18,Positive,3,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Borderline,0,Breast,White,Female,Dead,2012,2014,2,Dead +60,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,8,Breast,White,Female,Dead,2012,2015,3,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,998,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,1,Breast,White,Female,Dead,2012,2012,0,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,44,Negative,1,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +85,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +85,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,30,Negative,8,Diabetes Mellitus,White,Female,Dead,2012,2016,4,Dead +73,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,5,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,2,Breast,White,Female,Dead,2012,2012,0,Dead +75,9,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,60,Positive,18,Breast,White,Female,Dead,2013,2013,0,Dead +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2012,2013,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +60,98,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,45,Unknown,1,Diseases of Heart,White,Male,Dead,2012,2015,3,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2014,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,61,Negative,2,Breast,White,Female,Dead,2012,2015,3,Dead +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,998,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Positive,4,Breast,White,Female,Dead,2012,2015,3,Dead +81,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,150,Borderline,0,Breast,White,Female,Dead,2012,2013,1,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +65,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Positive,7,Breast,White,Female,Dead,2012,2015,3,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,79,Unknown,0,State DC not available or state DC available but no COD,White,Female,Dead,2012,2015,3,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,24,Unknown,1,Cerebrovascular Diseases,White,Female,Dead,2013,2016,3,Dead +87,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,9,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,5,Breast,White,Female,Dead,2012,2014,2,Dead +79,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +92,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,96,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Positive,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +49,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Negative,13,Breast,White,Female,Dead,2012,2014,2,Dead +68,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,76,Negative,16,Breast,White,Female,Dead,2012,2015,3,Dead +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,7,Corpus Uteri,White,Female,Dead,2012,2016,4,Dead +82,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,9,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +66,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,8,Breast,White,Female,Dead,2012,2014,2,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,4,Accidents and Adverse Effects,White,Female,Dead,2012,2016,4,Dead +67,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,41,Negative,18,Breast,White,Female,Dead,2012,2016,4,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +78,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,136,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2013,2013,0,Dead +54,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,27,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,15,Negative,5,Breast,White,Female,Dead,2012,2015,3,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,1,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +80,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Breast,White,Female,Dead,2012,2016,4,Dead +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,2,Breast,White,Female,Dead,2013,2015,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,9,Unknown,0,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +73,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,16,Breast,White,Female,Dead,2012,2013,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Atherosclerosis,White,Female,Dead,2012,2012,0,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Unknown,8,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2015,3,Dead +69,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,31,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,17,Breast,White,Female,Dead,2012,2013,1,Dead +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,1,Breast,White,Female,Dead,2012,2014,2,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2014,2,Dead +78,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,6,Breast,White,Female,Dead,2012,2016,4,Dead +74,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Lung and Bronchus,White,Female,Dead,2012,2014,2,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2012,2015,3,Dead +87,25,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Positive,26,Breast,White,Female,Dead,2012,2014,2,Dead +88,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,8,Breast,White,Female,Dead,2012,2013,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Hypertension without Heart Disease,White,Female,Dead,2012,2012,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +62,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,7,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2014,2,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Unknown,0,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2012,2013,1,Dead +88,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Unknown,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +48,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,10,Breast,White,Female,Dead,2012,2014,2,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Pneumonia and Influenza,White,Female,Dead,2012,2012,0,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2012,2014,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,65,Negative,5,Breast,White,Female,Dead,2012,2014,2,Dead +90,16,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,16,Breast,White,Female,Dead,2013,2016,3,Dead +59,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +52,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +76,95,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,95,Breast,White,Female,Dead,2012,2012,0,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Breast,White,Female,Dead,2012,2015,3,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +82,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,0,Lung and Bronchus,White,Female,Dead,2012,2014,2,Dead +41,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Positive,95,Breast,White,Female,Dead,2012,2015,3,Dead +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Unknown,0,Breast,White,Female,Dead,2012,2015,3,Dead +70,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Other Acute Leukemia,White,Female,Dead,2012,2013,1,Dead +62,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +90,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,65,Positive,4,Breast,White,Female,Dead,2012,2012,0,Dead +80,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,44,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,24,Positive,2,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2014,1,Dead +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,990,Negative,4,Breast,White,Female,Dead,2012,2015,3,Dead +86,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,57,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +83,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2014,2,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2015,3,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,10,Diseases of Heart,White,Male,Dead,2013,2013,0,Dead +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +34,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Male,Dead,2013,2013,0,Dead +60,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,95,Accidents and Adverse Effects,White,Female,Dead,2013,2014,1,Dead +36,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,51,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Unknown,95,Breast,White,Female,Dead,2013,2013,0,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Borderline,0,Breast,White,Female,Dead,2013,2016,3,Dead +77,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,4,Breast,White,Female,Dead,2012,2015,3,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +49,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,27,Other Cause of Death,White,Male,Dead,2013,2013,0,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,7,Pneumonia and Influenza,White,Female,Dead,2012,2016,4,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2012,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2013,2013,0,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,0,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,56,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,150,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,3,Breast,White,Female,Dead,2013,2013,0,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,0,Breast,White,Female,Dead,2013,2013,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,31,Borderline,0,Breast,White,Female,Dead,2013,2013,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2013,2014,1,Dead +36,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,14,Breast,White,Female,Dead,2012,2013,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2015,3,Dead +62,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,17,Breast,White,Female,Dead,2013,2015,2,Dead +33,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2013,0,Dead +52,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,17,Septicemia,White,Female,Dead,2012,2015,3,Dead +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,13,Breast,White,Female,Dead,2012,2015,3,Dead +79,18,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,19,Stomach,White,Female,Dead,2012,2014,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2012,2016,4,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +53,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,11,Breast,White,Female,Dead,2012,2015,3,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Positive,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2014,1,Dead +64,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +72,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,19,Other Cause of Death,White,Male,Dead,2012,2014,2,Dead +65,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Positive,29,Breast,White,Female,Dead,2013,2014,1,Dead +82,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,992,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +87,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,100,Negative,1,Breast,White,Female,Dead,2012,2016,4,Dead +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,5,Breast,White,Female,Dead,2012,2014,2,Dead +92,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Lung and Bronchus,White,Male,Dead,2012,2015,3,Dead +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +39,1,3,Beam radiation,Yes,Radiation after surgery,Negative,Positive,34,Negative,28,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2013,1,Dead +28,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +85,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,9,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2016,4,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Borderline,1,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +38,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,998,Negative,6,Breast,White,Female,Dead,2013,2014,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +80,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,18,Breast,White,Female,Dead,2013,2015,2,Dead +85,1,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,12,Pancreas,White,Female,Dead,2013,2015,2,Dead +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +48,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,0,Breast,White,Female,Dead,2012,2014,2,Dead +32,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,61,Negative,17,Breast,White,Female,Dead,2013,2015,2,Dead +50,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,3,Unknown,1,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2013,0,Dead +64,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,8,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2016,3,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2014,1,Dead +56,95,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,8,Negative,95,Breast,White,Female,Dead,2013,2013,0,Dead +86,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2013,0,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Atherosclerosis,White,Female,Dead,2013,2014,1,Dead +61,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Borderline,20,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +83,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,80,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +77,1,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,2,Cervix Uteri,White,Female,Dead,2013,2014,1,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +64,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Positive,0,Breast,White,Female,Dead,2013,2016,3,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +50,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2013,2016,3,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,8,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,1,Breast,White,Male,Dead,2013,2016,3,Dead +69,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,77,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,0,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +63,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2014,1,Dead +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,48,Negative,17,Breast,White,Female,Dead,2013,2015,2,Dead +53,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,1,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +71,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,1,Breast,White,Female,Dead,2013,2013,0,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2013,2016,3,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,0,Diseases of Heart,Black,Female,Dead,2013,2013,0,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Breast,White,Female,Dead,2013,2015,2,Dead +88,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,14,Breast,White,Female,Dead,2013,2015,2,Dead +58,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,4,Brain and Other Nervous System,White,Male,Dead,2013,2014,1,Dead +66,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,10,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,74,Negative,1,Other Cause of Death,Black,Female,Dead,2013,2016,3,Dead +75,12,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,140,Negative,22,Breast,White,Female,Dead,2013,2015,2,Dead +83,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Unknown,0,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +36,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +46,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,8,Breast,White,Female,Dead,2013,2016,3,Dead +37,20,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,120,Negative,22,Breast,White,Female,Dead,2013,2014,1,Dead +63,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Unknown,1,Breast,White,Female,Dead,2013,2016,3,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +42,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,0,Breast,Black,Female,Dead,2013,2016,3,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,2,Breast,White,Female,Dead,2013,2015,2,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +70,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,42,Positive,6,Breast,White,Female,Dead,2013,2015,2,Dead +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,2,Lung and Bronchus,White,Female,Dead,2013,2014,1,Dead +54,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +92,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,65,Negative,4,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +44,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,998,Positive,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Pancreas,White,Female,Dead,2013,2016,3,Dead +54,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Positive,14,Breast,White,Female,Dead,2013,2014,1,Dead +80,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,10,Breast,White,Female,Dead,2013,2016,3,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +91,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Positive,7,Breast,White,Female,Dead,2013,2014,1,Dead +71,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2013,2014,1,Dead +85,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Pneumonia and Influenza,White,Female,Dead,2013,2016,3,Dead +61,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Unknown,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +57,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,19,Breast,White,Female,Dead,2013,2015,2,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2014,1,Dead +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,140,Negative,9,Breast,White,Female,Dead,2013,2015,2,Dead +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +91,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,0,Lung and Bronchus,White,Female,Dead,2011,2016,5,Dead +33,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2012,0,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +58,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Positive,7,Breast,White,Female,Dead,2013,2016,3,Dead +55,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,124,Negative,97,Breast,White,Female,Dead,2012,2013,1,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2012,2012,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +64,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,7,Breast,White,Female,Dead,2013,2016,3,Dead +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +84,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,65,Negative,0,Colon excluding Rectum,White,Female,Dead,2013,2015,2,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2014,2,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,2,Breast,White,Female,Dead,2013,2016,3,Dead +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,995,Unknown,0,Accidents and Adverse Effects,White,Female,Dead,2012,2012,0,Dead +28,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,2,Breast,White,Female,Dead,2013,2015,2,Dead +87,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,3,Breast,White,Female,Dead,2013,2014,1,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Negative,3,Breast,White,Female,Dead,2013,2014,1,Dead +65,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Unknown,0,Breast,White,Female,Dead,2013,2016,3,Dead +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Lung and Bronchus,White,Female,Dead,2013,2015,2,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,34,Positive,0,Breast,White,Female,Dead,2013,2013,0,Dead +91,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,2,Breast,White,Female,Dead,2014,2015,1,Dead +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +59,0,2,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,5,Breast,White,Female,Dead,2013,2015,2,Dead +52,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +85,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,75,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2016,3,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2013,2015,2,Dead +62,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +38,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,15,Breast,White,Female,Dead,2013,2016,3,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,55,Unknown,0,Breast,White,Male,Dead,2014,2014,0,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +85,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +39,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,150,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +79,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,26,Breast,White,Female,Dead,2013,2014,1,Dead +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,124,Negative,14,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2013,2015,2,Dead +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,9,Breast,White,Female,Dead,2013,2016,3,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,100,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +34,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,47,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +80,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +75,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,48,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +75,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2016,2,Dead +49,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,10,Breast,Black,Female,Dead,2013,2016,3,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,34,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +45,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2013,2016,3,Dead +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Diabetes Mellitus,White,Female,Dead,2013,2016,3,Dead +58,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Borderline,95,Breast,White,Female,Dead,2014,2015,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,21,Positive,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +32,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2013,2015,2,Dead +75,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,35,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +76,98,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Colon excluding Rectum,White,Female,Dead,2013,2013,0,Dead +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Lung and Bronchus,White,Female,Dead,2013,2016,3,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2013,2014,1,Dead +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +70,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +54,26,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Positive,26,Breast,White,Female,Dead,2014,2015,1,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +80,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +55,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,43,Negative,10,Breast,White,Female,Dead,2014,2016,2,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,64,Negative,15,Breast,White,Female,Dead,2013,2013,0,Dead +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Positive,0,Breast,White,Female,Dead,2013,2014,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,59,Negative,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,75,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,7,Lung and Bronchus,Black,Female,Dead,2013,2014,1,Dead +72,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,53,Negative,4,Breast,White,Female,Dead,2013,2014,1,Dead +85,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,58,Negative,26,Breast,White,Female,Dead,2014,2015,1,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,11,Breast,White,Female,Dead,2013,2016,3,Dead +48,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,97,Breast,White,Female,Dead,2013,2014,1,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,3,Breast,White,Female,Dead,2014,2016,2,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2014,0,Dead +59,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +88,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,2,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +83,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,59,Unknown,0,Diabetes Mellitus,White,Female,Dead,2013,2016,3,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2014,2014,0,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2014,2014,0,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Positive,11,Stomach and Duodenal Ulcers,White,Female,Dead,2014,2014,0,Dead +84,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,4,Breast,White,Female,Dead,2014,2016,2,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Hypertension without Heart Disease,White,Female,Dead,2014,2015,1,Dead +72,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2016,2,Dead +58,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +46,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +96,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,43,Negative,95,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +69,17,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,22,Breast,White,Female,Dead,2013,2014,1,Dead +64,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Breast,White,Female,Dead,2014,2016,2,Dead +72,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,5,Breast,White,Female,Dead,2014,2016,2,Dead +65,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Breast,White,Female,Dead,2012,2015,3,Dead +55,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,4,Liver,White,Female,Dead,2013,2016,3,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,5,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,7,Breast,White,Female,Dead,2013,2014,1,Dead +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,991,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Lung and Bronchus,White,Female,Dead,2013,2016,3,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,3,Breast,White,Female,Dead,2013,2016,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +94,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,4,Breast,White,Female,Dead,2013,2014,1,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Diabetes Mellitus,White,Female,Dead,2013,2014,1,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +51,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Positive,1,Breast,White,Female,Dead,2013,2015,2,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,13,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +58,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,11,Breast,White,Female,Dead,2013,2014,1,Dead +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,79,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diabetes Mellitus,White,Female,Dead,2013,2015,2,Dead +54,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,5,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +51,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Negative,16,Breast,White,Female,Dead,2013,2015,2,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Septicemia,White,Female,Dead,2013,2015,2,Dead +68,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,33,Breast,White,Female,Dead,2014,2015,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,3,Breast,White,Female,Dead,2013,2015,2,Dead +77,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,3,Cerebrovascular Diseases,White,Female,Dead,2013,2016,3,Dead +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Pneumonia and Influenza,White,Female,Dead,2013,2016,3,Dead +73,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,9,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +90,1,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,12,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,4,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2016,3,Dead +79,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,120,Positive,11,Breast,White,Female,Dead,2013,2015,2,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Positive,0,Diseases of Heart,White,Male,Dead,2013,2014,1,Dead +73,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2014,2015,1,Dead +55,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,13,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,38,Borderline,2,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,998,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +79,1,2,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,2,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +70,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,0,Borderline,95,Breast,White,Female,Dead,2013,2015,2,Dead +52,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,13,Breast,White,Female,Dead,2013,2015,2,Dead +56,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Borderline,1,Myeloma,White,Female,Dead,2014,2016,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,998,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +72,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,147,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2014,2014,0,Dead +37,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,95,Breast,White,Female,Dead,2014,2014,0,Dead +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,18,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +86,11,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,51,Negative,97,Breast,White,Female,Dead,2013,2015,2,Dead +70,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,50,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,95,Breast,White,Female,Dead,2014,2014,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Pneumonia and Influenza,White,Female,Dead,2014,2015,1,Dead +53,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,62,Positive,17,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +79,9,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,18,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +83,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Thyroid,White,Female,Dead,2014,2015,1,Dead +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2016,2,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +95,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,1,Breast,White,Female,Dead,2014,2014,0,Dead +88,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +91,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Hypertension without Heart Disease,White,Female,Dead,2013,2015,2,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2016,2,Dead +94,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,2,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,5,Accidents and Adverse Effects,White,Female,Dead,2014,2015,1,Dead +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,31,Negative,3,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +89,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,998,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +89,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Breast,White,Female,Dead,2014,2015,1,Dead +93,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,102,Negative,6,Breast,White,Female,Dead,2014,2015,1,Dead +82,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,4,Breast,White,Female,Dead,2014,2016,2,Dead +72,7,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,7,Breast,White,Female,Dead,2014,2016,2,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2014,2016,2,Dead +81,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,37,Negative,2,Breast,Black,Female,Dead,2014,2015,1,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +94,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +53,3,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,710,Positive,3,Breast,White,Female,Dead,2014,2014,0,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,24,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +89,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,46,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +67,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,0,Brain and Other Nervous System,White,Female,Dead,2014,2016,2,Dead +71,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Positive,10,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +75,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,95,Breast,White,Female,Dead,2014,2014,0,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,52,Positive,3,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2014,2015,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +76,1,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,5,Negative,3,Lung and Bronchus,White,Female,Dead,2014,2016,2,Dead +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +84,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +79,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,49,Negative,13,Breast,White,Female,Dead,2014,2016,2,Dead +49,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,80,Negative,17,Breast,White,Female,Dead,2014,2015,1,Dead +34,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,38,Negative,11,Breast,White,Female,Dead,2014,2016,2,Dead +60,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,0,Breast,White,Female,Dead,2014,2016,2,Dead +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,130,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +76,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,126,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Diabetes Mellitus,White,Female,Dead,2014,2014,0,Dead +64,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +30,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,0,Breast,White,Female,Dead,2014,2016,2,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,23,Unknown,0,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,1,Breast,White,Female,Dead,2015,2016,1,Dead +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,2,Breast,White,Female,Dead,2013,2014,1,Dead +77,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,28,Negative,1,State DC not available or state DC available but no COD,White,Female,Dead,2015,2016,1,Dead +61,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,10,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2016,2,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +60,32,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,32,Breast,White,Female,Dead,2014,2016,2,Dead +82,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,77,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +86,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,43,Negative,4,Breast,White,Female,Dead,2014,2016,2,Dead +55,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,73,Negative,15,Breast,White,Female,Dead,2014,2014,0,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,11,Breast,White,Female,Dead,2014,2016,2,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,150,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +68,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,9,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +58,98,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,140,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +67,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,27,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +78,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,0,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2014,2016,2,Dead +72,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +79,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,6,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +44,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,95,Diabetes Mellitus,White,Female,Dead,2015,2015,0,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,56,Positive,0,Breast,White,Male,Dead,2015,2016,1,Dead +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,95,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +77,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,95,Breast,White,Female,Dead,2015,2015,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2016,3,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +67,99,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,99,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2016,2,Dead +56,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,80,Positive,12,Breast,White,Female,Dead,2014,2016,2,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +91,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2016,2,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,36,Negative,0,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Diabetes Mellitus,White,Female,Dead,2015,2016,1,Dead +61,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Breast,White,Female,Dead,2014,2015,1,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,6,Breast,White,Female,Dead,2015,2015,0,Dead +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +54,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,6,Breast,White,Female,Dead,2015,2016,1,Dead +75,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,0,Pneumonia and Influenza,White,Female,Dead,2014,2016,2,Dead +32,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,41,Positive,8,Breast,Black,Female,Dead,2014,2016,2,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2014,0,Dead +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +37,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,95,Positive,8,Breast,White,Female,Dead,2014,2016,2,Dead +80,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +68,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Borderline,5,Other Cause of Death,White,Male,Dead,2015,2015,0,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,6,Positive,95,Breast,White,Female,Dead,2014,2015,1,Dead +72,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,3,Breast,White,Female,Dead,2015,2016,1,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Borderline,1,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +76,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,14,Breast,White,Female,Dead,2014,2014,0,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,0,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +69,95,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,35,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diabetes Mellitus,White,Female,Dead,2014,2015,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +64,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,117,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,22,Cerebrovascular Diseases,White,Female,Dead,2014,2016,2,Dead +74,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,39,Positive,9,Breast,White,Female,Dead,2014,2015,1,Dead +84,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,95,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +87,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Unknown,95,Cerebrovascular Diseases,White,Female,Dead,2015,2016,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,6,Breast,White,Female,Dead,2015,2016,1,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,59,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,47,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2015,2016,1,Dead +60,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Borderline,0,Breast,White,Female,Dead,2015,2016,1,Dead +56,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,95,Miscellaneous Malignant Cancer,White,Female,Dead,2015,2016,1,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,48,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +77,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2014,3,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,110,Positive,95,Breast,White,Female,Dead,2015,2016,1,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Breast,White,Female,Dead,2015,2016,1,Dead +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Lung and Bronchus,Black,Female,Dead,2015,2016,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +62,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2014,2,Dead +53,4,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,11,Breast,White,Female,Dead,2015,2016,1,Dead +67,95,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,50,Negative,95,Breast,White,Female,Dead,2015,2015,0,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,28,Negative,1,Breast,White,Female,Dead,2015,2015,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +24,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Negative,12,Breast,Black,Female,Dead,2015,2016,1,Dead +76,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,60,Negative,95,Breast,White,Female,Dead,2015,2015,0,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,145,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2015,2015,0,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,0,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,32,Negative,2,Breast,White,Female,Dead,2015,2016,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +88,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2014,3,Dead +79,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,101,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +37,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Breast,White,Female,Dead,2015,2015,0,Dead +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Breast,White,Female,Dead,2015,2016,1,Dead +61,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +74,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,0,Diabetes Mellitus,White,Female,Dead,2015,2015,0,Dead +57,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,11,Breast,White,Female,Dead,2015,2016,1,Dead +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +54,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +28,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,102,Negative,95,Breast,Black,Female,Dead,2015,2016,1,Dead +67,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,13,Breast,White,Female,Dead,2015,2016,1,Dead +60,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,0,Diabetes Mellitus,White,Female,Dead,2015,2016,1,Dead +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,58,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Unknown,0,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +57,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,80,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Borderline,0,Breast,White,Female,Dead,2015,2015,0,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,2,Breast,White,Female,Dead,2015,2016,1,Dead +85,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,8,Lung and Bronchus,White,Female,Dead,2015,2016,1,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +74,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2015,2015,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Diseases of Heart,White,Male,Dead,2015,2015,0,Dead +79,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,9,Breast,White,Female,Dead,2015,2016,1,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +63,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,4,Breast,White,Female,Dead,2015,2016,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,4,Breast,White,Female,Dead,2014,2015,1,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2015,2016,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2015,2016,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +68,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Positive,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2015,2016,1,Dead +35,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +53,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,52,Positive,95,Suicide and Self-Inflicted Injury,White,Female,Dead,2015,2016,1,Dead +54,27,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,27,Other Acute Leukemia,White,Female,Dead,2015,2016,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Diabetes Mellitus,White,Female,Dead,2015,2015,0,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +99,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,1,Cerebrovascular Diseases,White,Female,Dead,2016,2016,0,Dead +73,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,4,Accidents and Adverse Effects,White,Female,Dead,2015,2016,1,Dead +86,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,3,Miscellaneous Malignant Cancer,White,Female,Dead,2016,2016,0,Dead +56,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,22,Breast,White,Female,Dead,2016,2016,0,Dead +65,98,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Lung and Bronchus,White,Female,Dead,2016,2016,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Male,Dead,2016,2016,0,Dead +66,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +77,98,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,Blank(s),Unknown,0,Miscellaneous Malignant Cancer,White,Male,Dead,2016,2016,0,Dead +65,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +60,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Positive,95,Breast,White,Female,Dead,2016,2016,0,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2016,2016,0,Dead +70,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,Blank(s),Negative,0,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +66,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Positive,0,Breast,White,Female,Dead,2016,2016,0,Dead +42,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +65,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,95,Septicemia,White,Female,Dead,2016,2016,0,Dead +85,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2016,2016,0,Dead +62,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Borderline,5,Breast,White,Female,Dead,2014,2016,2,Dead +44,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,91,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Borderline,0,Breast,White,Female,Dead,2016,2016,0,Dead +57,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +72,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,Blank(s),Negative,4,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +84,10,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,Blank(s),Negative,13,Breast,White,Female,Dead,2016,2016,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Pneumonia and Influenza,White,Female,Dead,2016,2016,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +84,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,4,Breast,White,Female,Dead,2016,2016,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Borderline,0,Breast,White,Female,Dead,2016,2016,0,Dead +68,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Accidents and Adverse Effects,White,Female,Dead,2016,2016,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2016,2016,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Cerebrovascular Diseases,White,Female,Dead,2015,2015,0,Dead +77,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,1,Breast,White,Female,Dead,2016,2016,0,Dead +68,2,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,Blank(s),Unknown,3,Breast,White,Female,Dead,2016,2016,0,Dead +84,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Lung and Bronchus,White,Female,Dead,2016,2016,0,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +59,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,44,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +85,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2015,2016,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +73,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,2,Breast,White,Female,Dead,2016,2016,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +64,97,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,999,Unknown,98,Breast,White,Female,Dead,2011,2016,5,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,98,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2016,2016,0,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +71,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2016,2,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2016,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,2,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,17,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,4,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +74,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Positive,96,Breast,White,Female,Dead,2012,2013,1,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,22,Breast,White,Female,Dead,2010,2012,2,Dead +79,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,29,Negative,5,Breast,White,Female,Dead,2010,2011,1,Dead +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2010,2013,3,Dead +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,3,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +58,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Borderline,12,Alive,White,Female,Alive,2010,2015,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,990,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,8,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,10,Breast,White,Female,Dead,2010,2013,3,Dead +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +78,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,8,Alive,White,Male,Alive,2010,2016,6,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +71,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +61,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,86,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Unknown,13,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +87,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,19,Diabetes Mellitus,White,Female,Dead,2010,2013,3,Dead +77,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,20,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +59,24,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,42,Breast,White,Female,Dead,2010,2011,1,Dead +58,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,6,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2012,2,Dead +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +42,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,999,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Borderline,2,Breast,White,Female,Dead,2010,2015,5,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,3,Cerebrovascular Diseases,White,Female,Dead,2010,2014,4,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,57,Negative,1,Breast,White,Female,Dead,2010,2010,0,Dead +54,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Borderline,16,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +59,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,993,Negative,6,Breast,White,Female,Dead,2010,2013,3,Dead +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,31,Breast,White,Female,Dead,2010,2015,5,Dead +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2010,2011,1,Dead +44,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +53,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,27,Alive,White,Female,Alive,2010,2016,6,Alive +73,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,30,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Borderline,16,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2010,2013,3,Dead +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,39,Negative,32,Alive,White,Female,Alive,2010,2016,6,Alive +72,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,39,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +62,17,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,51,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +66,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +43,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Borderline,0,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,38,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,11,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,69,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,12,Unknown,9,Alive,White,Female,Alive,2010,2016,6,Alive +77,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +32,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,10,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Borderline,0,Breast,White,Female,Dead,2010,2010,0,Dead +45,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +65,3,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +84,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,18,Breast,White,Female,Dead,2010,2014,4,Dead +65,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,997,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +31,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,140,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Breast,White,Female,Dead,2010,2015,5,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Borderline,5,Alive,White,Female,Alive,2010,2015,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,23,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,19,Diseases of Heart,White,Male,Dead,2010,2011,1,Dead +60,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,30,Negative,6,Accidents and Adverse Effects,White,Female,Dead,2010,2014,4,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,2,Alive,Black,Female,Alive,2010,2016,6,Alive +55,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,130,Negative,17,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,19,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,19,Breast,White,Female,Dead,2010,2014,4,Dead +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,17,Diabetes Mellitus,White,Female,Dead,2010,2015,5,Dead +72,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Positive,12,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Breast,White,Female,Dead,2010,2010,0,Dead +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,81,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +86,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,13,Breast,White,Female,Dead,2010,2015,5,Dead +38,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,35,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +55,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,47,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,9,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +47,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,20,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Cerebrovascular Diseases,White,Female,Dead,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,14,Breast,White,Female,Dead,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +80,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,13,Breast,White,Female,Dead,2010,2014,4,Dead +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2015,5,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,25,Breast,White,Female,Dead,2010,2013,3,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,30,Negative,2,Hypertension without Heart Disease,White,Female,Dead,2010,2014,4,Dead +43,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,44,Negative,14,Breast,White,Female,Dead,2010,2012,2,Dead +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,0,Breast,White,Male,Dead,2010,2010,0,Dead +93,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,33,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,14,Breast,White,Female,Dead,2010,2016,6,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +71,14,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,43,Borderline,0,Breast,White,Female,Dead,2010,2010,0,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,2,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,2,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,18,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,18,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,5,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,7,Unknown,10,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,63,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Unknown,0,Breast,White,Female,Dead,2010,2015,5,Dead +54,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Borderline,10,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2011,1,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +83,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,95,Breast,White,Female,Dead,2010,2013,3,Dead +67,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,8,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +19,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +78,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Borderline,5,Breast,White,Female,Dead,2010,2015,5,Dead +86,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,11,Unknown,1,Septicemia,White,Female,Dead,2010,2012,2,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,16,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Unknown,21,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +72,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,14,Breast,White,Female,Dead,2010,2012,2,Dead +65,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +60,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,18,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,2,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,21,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2015,5,Dead +65,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Male,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Unknown,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +58,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,13,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,3,Breast,White,Female,Dead,2010,2014,4,Dead +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,0,Atherosclerosis,White,Female,Dead,2010,2013,3,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Unknown,7,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,5,Hypertension without Heart Disease,Black,Female,Dead,2010,2015,5,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Unknown,17,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +80,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,62,Negative,95,Breast,White,Female,Dead,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +51,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Negative,18,Breast,White,Female,Dead,2010,2011,1,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Unknown,2,Accidents and Adverse Effects,White,Female,Dead,2010,2011,1,Dead +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2014,4,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,5,Cerebrovascular Diseases,White,Female,Dead,2010,2012,2,Dead +51,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,33,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +93,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,23,Negative,2,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,63,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +29,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,14,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,31,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Radioisotopes (1988+),Yes,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,2,Alive,White,Female,Alive,2010,2015,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,10,Unknown,20,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,23,Unknown,6,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,3,Breast,Black,Female,Dead,2010,2012,2,Dead +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +39,2,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,40,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,4,Brain and Other Nervous System,White,Female,Dead,2010,2014,4,Dead +77,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,18,Acute Myeloid Leukemia,White,Female,Dead,2010,2013,3,Dead +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,14,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,3,Breast,White,Female,Dead,2010,2011,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,70,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,38,Negative,3,Breast,White,Female,Dead,2010,2012,2,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2010,2012,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,20,Breast,White,Female,Dead,2010,2010,0,Dead +72,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,36,Unknown,8,Alive,White,Female,Alive,2010,2016,6,Alive +33,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2015,5,Alive +33,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +74,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2010,2014,4,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Unknown,95,Alive,White,Female,Alive,2010,2016,6,Alive +61,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +74,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Unknown,3,Breast,White,Female,Dead,2010,2012,2,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,1,Alive,White,Female,Alive,2010,2015,5,Alive +40,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,2,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,54,Unknown,95,Breast,White,Female,Dead,2010,2012,2,Dead +72,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,14,Pneumonia and Influenza,White,Female,Dead,2010,2016,6,Alive +72,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,8,Breast,White,Female,Dead,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,990,Unknown,2,Alive,White,Female,Alive,2010,2015,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Borderline,18,Alive,White,Female,Alive,2010,2016,6,Alive +50,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,6,Breast,White,Female,Dead,2010,2015,5,Dead +30,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,130,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Positive,7,Alive,Unknown,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,15,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +38,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2010,2013,3,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,46,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,20,Breast,White,Female,Dead,2010,2012,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,993,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,43,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Stomach,White,Female,Dead,2010,2013,3,Dead +72,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Unknown,27,Breast,White,Female,Dead,2010,2010,0,Dead +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Unknown,9,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Unknown,0,Breast,White,Female,Dead,2010,2014,4,Dead +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,19,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,56,Negative,1,Breast,White,Female,Dead,2010,2011,1,Dead +49,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +73,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Unknown,10,Breast,White,Female,Dead,2010,2011,1,Dead +51,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,6,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2010,2014,4,Dead +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,1,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,12,Breast,White,Female,Dead,2010,2013,3,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diabetes Mellitus,White,Female,Dead,2010,2014,4,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,12,Unknown,5,Alive,White,Male,Alive,2010,2016,6,Alive +70,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +34,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,14,Breast,White,Female,Dead,2010,2015,5,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2015,5,Alive +32,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Positive,18,Breast,White,Female,Dead,2010,2011,1,Dead +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,23,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2010,2015,5,Dead +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,15,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +50,95,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,95,Breast,White,Female,Dead,2010,2015,5,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,75,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +77,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,26,Breast,White,Female,Dead,2010,2010,0,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +53,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,48,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +40,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +58,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +56,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Positive,24,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,51,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,1,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Unknown,8,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,58,Negative,1,Breast,White,Female,Dead,2010,2011,1,Dead +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,55,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +37,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +73,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,2,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2013,3,Dead +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,25,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,25,Breast,White,Female,Dead,2010,2013,3,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +47,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Pancreas,White,Female,Dead,2010,2012,2,Dead +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,26,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,1,Breast,White,Female,Dead,2010,2014,4,Dead +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2011,1,Dead +66,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,16,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,3,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,Unknown,Female,Alive,2010,2016,6,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,75,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,102,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Unknown,0,Alive,White,Female,Alive,2010,2015,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Unknown,3,Pancreas,White,Female,Dead,2010,2012,2,Dead +85,12,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,15,Breast,White,Female,Dead,2010,2011,1,Dead +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Unknown,6,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,35,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +64,4,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +73,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,12,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,13,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,18,Breast,White,Female,Dead,2010,2013,3,Dead +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,16,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2015,5,Dead +50,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,20,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +30,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +69,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,57,Negative,9,Breast,Black,Female,Dead,2010,2014,4,Dead +48,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,49,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,8,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,76,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Borderline,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +25,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,38,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,17,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,82,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,4,Unknown,21,Alive,White,Female,Alive,2010,2015,5,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +71,10,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,10,Unknown,25,Breast,White,Female,Dead,2010,2013,3,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +52,4,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,11,Unknown,2,Alive,White,Female,Alive,2010,2015,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +68,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,14,Cerebrovascular Diseases,White,Female,Dead,2010,2012,2,Dead +40,0,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,28,Positive,9,Breast,White,Female,Dead,2010,2014,4,Dead +48,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,98,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +69,13,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,46,Unknown,14,Breast,White,Female,Dead,2010,2015,5,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Unknown,6,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,28,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,41,Unknown,10,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Unknown,14,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,993,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +68,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,11,Breast,White,Female,Dead,2010,2014,4,Dead +79,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,1,Pancreas,White,Female,Dead,2010,2014,4,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,47,Negative,19,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2010,2013,3,Dead +66,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Unknown,3,Alive,Unknown,Female,Alive,2010,2016,6,Alive +52,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,16,Unknown,8,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,43,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Unknown,13,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,6,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,22,Negative,2,Diabetes Mellitus,White,Female,Dead,2010,2015,5,Dead +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,94,Unknown,23,Alive,White,Female,Alive,2010,2016,6,Alive +60,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +68,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +34,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +48,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,95,Unknown,15,Septicemia,White,Female,Dead,2010,2014,4,Dead +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,11,Breast,White,Female,Dead,2010,2012,2,Dead +68,13,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,85,Unknown,22,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,20,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +57,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +75,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Unknown,8,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +46,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,98,Alive,Black,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +57,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,99,Breast,White,Female,Dead,2010,2014,4,Dead +70,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,35,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,82,Unknown,9,Alive,White,Female,Alive,2010,2016,6,Alive +56,38,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Unknown,38,Breast,White,Female,Dead,2010,2011,1,Dead +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2010,2014,4,Dead +36,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,47,Negative,8,Breast,White,Female,Dead,2010,2015,5,Dead +36,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Positive,3,Breast,White,Female,Dead,2010,2012,2,Dead +55,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,16,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Positive,3,Breast,White,Female,Dead,2010,2016,6,Alive +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Positive,24,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Unknown,9,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2010,0,Dead +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Borderline,17,Alive,White,Female,Alive,2010,2016,6,Alive +61,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,23,Breast,White,Female,Dead,2010,2016,6,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,2,Alive,White,Male,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,13,Unknown,10,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,999,Borderline,0,Alive,White,Female,Alive,2010,2016,6,Alive +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,99,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,1,State DC not available or state DC available but no COD,White,Female,Dead,2010,2014,4,Dead +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,21,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,26,Breast,White,Female,Dead,2010,2014,4,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +66,21,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,45,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,46,Negative,30,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +66,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Breast,White,Female,Dead,2010,2015,5,Dead +73,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +41,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,53,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,16,Breast,White,Male,Dead,2010,2011,1,Dead +52,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Lung and Bronchus,White,Female,Dead,2010,2012,2,Dead +68,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,19,Breast,White,Female,Dead,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Borderline,0,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Borderline,18,Breast,White,Female,Dead,2010,2013,3,Dead +51,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,18,Unknown,35,Alive,White,Female,Alive,2010,2016,6,Alive +39,98,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +70,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +54,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +55,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Positive,60,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +80,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +61,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +52,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,23,Breast,White,Female,Dead,2010,2014,4,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +43,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,61,Positive,0,Breast,White,Female,Dead,2010,2015,5,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,16,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Positive,35,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +50,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Borderline,11,Breast,White,Female,Dead,2010,2012,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +41,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +31,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,20,Alive,White,Female,Alive,2010,2015,5,Alive +48,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Unknown,28,Alive,White,Female,Alive,2010,2016,6,Alive +62,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +45,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,8,Breast,White,Female,Dead,2010,2012,2,Dead +65,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,11,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Borderline,5,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,15,Alive,White,Female,Alive,2010,2015,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,3,Alive,Unknown,Female,Alive,2010,2016,6,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,36,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,36,Alive,Unknown,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,6,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,17,Breast,White,Female,Dead,2010,2015,5,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,2,Breast,White,Female,Dead,2010,2014,4,Dead +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,2,Borderline,16,Alive,White,Female,Alive,2010,2016,6,Alive +57,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,9,State DC not available or state DC available but no COD,White,Female,Dead,2010,2012,2,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2011,1,Dead +69,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,36,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,21,Alive,White,Male,Alive,2010,2016,6,Alive +83,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Alive,White,Male,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,19,Unknown,11,Breast,White,Male,Dead,2010,2012,2,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,1,Breast,White,Female,Dead,2010,2014,4,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2010,2011,1,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,97,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,1,Breast,White,Female,Dead,2010,2014,4,Dead +59,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,26,Breast,White,Female,Dead,2010,2013,3,Dead +56,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,8,Breast,White,Female,Dead,2010,2012,2,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +34,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,36,Alive,White,Female,Alive,2011,2016,5,Alive +59,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,3,Lung and Bronchus,White,Female,Dead,2011,2014,3,Dead +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +80,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,42,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,99,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2013,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,0,Atherosclerosis,White,Female,Dead,2011,2015,4,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,41,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +56,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,6,Breast,White,Female,Dead,2010,2015,5,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,4,Breast,White,Female,Dead,2010,2012,2,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,15,State DC not available or state DC available but no COD,White,Female,Dead,2010,2013,3,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2010,2010,0,Dead +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,3,Lung and Bronchus,White,Female,Dead,2010,2015,5,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,32,Intrahepatic Bile Duct,White,Female,Dead,2010,2013,3,Dead +71,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2011,1,Dead +74,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Oropharynx,White,Female,Dead,2010,2013,3,Dead +42,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Unknown,15,Alive,White,Female,Alive,2010,2016,6,Alive +58,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Male,Alive,2010,2016,6,Alive +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +56,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,59,Borderline,26,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,13,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,75,Positive,0,Breast,Black,Female,Dead,2010,2013,3,Dead +94,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Unknown,2,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,6,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +28,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,6,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +93,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Breast,White,Female,Dead,2010,2010,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,114,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2012,2,Dead +77,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Male,Dead,2010,2012,2,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,2,Breast,White,Female,Dead,2010,2015,5,Dead +84,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +78,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,13,Breast,White,Female,Dead,2010,2014,4,Dead +72,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +62,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,10,Breast,White,Female,Dead,2010,2011,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,16,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +47,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,22,Borderline,8,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Unknown,8,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,97,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2010,2010,0,Dead +61,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,999,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +57,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,26,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,3,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Borderline,15,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,8,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,8,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,999,Unknown,97,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,1,Stomach,White,Female,Dead,2011,2015,4,Dead +41,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,61,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Positive,4,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,33,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,16,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,11,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,2,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,17,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,25,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,3,Breast,White,Female,Dead,2011,2013,2,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,46,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Breast,White,Female,Dead,2011,2013,2,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +58,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,999,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Borderline,10,Breast,White,Female,Dead,2011,2016,5,Dead +55,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,97,Breast,White,Female,Dead,2011,2014,3,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Borderline,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,6,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,20,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2012,1,Dead +68,13,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,24,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2011,2016,5,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,0,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +39,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Positive,0,Accidents and Adverse Effects,White,Female,Dead,2010,2011,1,Dead +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2012,2,Dead +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,2,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +28,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,0,Breast,White,Female,Dead,2011,2015,4,Dead +50,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2014,3,Dead +50,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,23,Unknown,18,Diseases of Heart,White,Male,Dead,2011,2016,5,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +73,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Borderline,3,Cerebrovascular Diseases,White,Female,Dead,2011,2016,5,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Positive,0,Breast,White,Female,Dead,2011,2016,5,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,3,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2011,2012,1,Dead +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,10,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +65,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,96,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,47,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,21,Unknown,1,Breast,White,Female,Dead,2011,2015,4,Dead +60,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,99,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Borderline,2,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,1,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,12,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,14,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,44,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,93,Positive,0,Breast,White,Female,Dead,2011,2014,3,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Unknown,8,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,4,Accidents and Adverse Effects,White,Female,Dead,2011,2015,4,Dead +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,3,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Borderline,6,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Unknown,0,Breast,White,Female,Dead,2011,2014,3,Dead +59,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +81,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,15,Breast,Unknown,Female,Dead,2011,2014,3,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,990,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Borderline,5,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,15,Unknown,0,Breast,White,Female,Dead,2011,2014,3,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Borderline,9,Alive,White,Female,Alive,2011,2016,5,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Unknown,6,Breast,White,Female,Dead,2011,2014,3,Dead +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2011,2016,5,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +92,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,8,Breast,White,Female,Dead,2010,2013,3,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,1,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,18,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,18,Breast,White,Female,Dead,2011,2012,1,Dead +49,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Unknown,Unknown,13,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2014,3,Dead +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,17,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,25,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +68,14,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +49,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,993,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Chronic Lymphocytic Leukemia,White,Female,Dead,2011,2015,4,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Borderline,7,Alive,White,Female,Alive,2010,2016,6,Alive +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +78,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +57,25,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,50,Alive,White,Female,Alive,2011,2016,5,Alive +83,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,11,Breast,White,Female,Dead,2011,2016,5,Dead +71,1,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,999,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2015,4,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +43,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Breast,White,Female,Dead,2010,2012,2,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2015,4,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,13,Negative,1,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Borderline,10,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +34,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,42,Negative,95,Breast,White,Female,Dead,2011,2013,2,Dead +63,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,19,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Unknown,26,Breast,White,Female,Dead,2010,2011,1,Dead +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,110,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,105,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +37,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +67,99,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Unknown,98,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,120,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,55,Unknown,3,Breast,White,Female,Dead,2010,2012,2,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,44,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,53,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,9,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,67,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +83,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,8,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +55,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +54,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,53,Negative,37,Breast,White,Female,Dead,2010,2012,2,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +82,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,45,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,30,Positive,0,Breast,White,Female,Dead,2011,2015,4,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Borderline,0,Breast,White,Female,Dead,2011,2012,1,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,13,Unknown,7,Alive,Black,Female,Alive,2011,2016,5,Alive +78,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,130,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +62,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,42,Negative,15,Breast,White,Female,Dead,2011,2012,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Borderline,16,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Unknown,25,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +42,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,41,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2011,2012,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,7,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +91,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +62,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +57,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Unknown,14,Alive,White,Female,Alive,2010,2015,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,9,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,20,Breast,White,Female,Dead,2011,2012,1,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,64,Negative,98,Breast,White,Female,Dead,2011,2011,0,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,41,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,4,Breast,White,Female,Dead,2011,2013,2,Dead +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +55,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Negative,22,Breast,White,Female,Dead,2011,2013,2,Dead +67,98,3,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,5,Unknown,0,Ovary,White,Female,Dead,2011,2016,5,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,11,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Unknown,7,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Unknown,10,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,19,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +29,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2013,2,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Borderline,11,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Unknown,1,Breast,White,Female,Dead,2011,2011,0,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Unknown,7,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Unknown,15,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,10,Breast,White,Female,Dead,2011,2014,3,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,90,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,4,Tongue,White,Female,Dead,2011,2016,5,Dead +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,14,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Unknown,1,Breast,White,Female,Dead,2011,2012,1,Dead +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +73,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +33,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +66,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,26,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,9,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2011,2016,5,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,97,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,97,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,14,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +88,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Unknown,14,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,52,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +62,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Unknown,19,Alive,White,Female,Alive,2011,2016,5,Alive +80,5,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,50,Unknown,22,Pneumonia and Influenza,White,Female,Dead,2011,2013,2,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,3,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Borderline,0,Alive,White,Female,Alive,2010,2016,6,Alive +50,97,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,84,Negative,98,Breast,White,Female,Dead,2011,2016,5,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +48,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,11,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Unknown,13,Breast,White,Female,Dead,2010,2014,4,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +40,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Unknown,96,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Positive,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,24,Unknown,12,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,996,Unknown,6,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,7,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2016,5,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +72,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Negative,12,Breast,White,Female,Dead,2011,2013,2,Dead +59,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Unknown,8,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,3,Lung and Bronchus,White,Female,Dead,2011,2013,2,Dead +76,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,2,Breast,White,Female,Dead,2011,2014,3,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +31,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +40,12,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,16,Breast,White,Female,Dead,2011,2012,1,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Unknown,16,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,14,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Positive,15,Breast,White,Female,Dead,2011,2012,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Stomach and Duodenal Ulcers,White,Female,Dead,2011,2011,0,Dead +40,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +68,95,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,1,Non-Hodgkin Lymphoma,White,Female,Dead,2010,2014,4,Dead +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,98,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,35,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +86,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Unknown,25,Unknown,3,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2016,5,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +89,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,11,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,4,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,60,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,26,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +35,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,37,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2012,1,Dead +62,99,1,Beam radiation,Yes,Radiation prior to surgery,Unknown,Unknown,999,Unknown,99,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2011,0,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +76,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,38,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +46,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,147,Positive,95,Breast,White,Female,Dead,2011,2015,4,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,21,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,8,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,11,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Borderline,10,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,Unknown,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Breast,White,Female,Dead,2011,2011,0,Dead +68,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,18,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,21,Unknown,18,Alive,White,Female,Alive,2011,2016,5,Alive +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2011,1,Dead +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,2,Breast,White,Female,Dead,2011,2014,3,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2015,4,Dead +64,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,87,Positive,1,Breast,White,Female,Dead,2011,2015,4,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +69,99,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,1,Negative,99,Breast,White,Female,Dead,2011,2016,5,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,17,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,68,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +84,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Positive,2,Breast,White,Female,Dead,2011,2012,1,Dead +70,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +75,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,46,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Cerebrovascular Diseases,White,Female,Dead,2011,2016,5,Dead +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +73,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,0,Diabetes Mellitus,White,Female,Dead,2011,2014,3,Dead +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,20,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +28,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Breast,White,Female,Dead,2011,2015,4,Dead +25,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,14,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2011,2014,3,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +64,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2011,2012,1,Dead +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,17,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,21,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Positive,11,State DC not available or state DC available but no COD,White,Female,Dead,2011,2012,1,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Borderline,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Male,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Borderline,6,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Unknown,2,Cerebrovascular Diseases,White,Female,Dead,2011,2016,5,Dead +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Unknown,6,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,75,Positive,1,Breast,White,Female,Dead,2011,2014,3,Dead +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,5,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +37,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,14,Unknown,16,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,15,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,12,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +56,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +90,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2011,1,Dead +63,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,3,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2016,5,Dead +46,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,13,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Borderline,Negative,999,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,14,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Lung and Bronchus,White,Female,Dead,2011,2015,4,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,14,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +43,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +57,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +75,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,5,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +63,9,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,35,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2011,2012,1,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Positive,28,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +52,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Unknown,6,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,12,Unknown,11,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,24,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,8,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2015,5,Dead +70,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,54,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Unknown,Unknown,9,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,0,Cerebrovascular Diseases,White,Female,Dead,2011,2012,1,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,130,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,18,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +35,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +79,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,41,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +91,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2011,1,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +71,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +60,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +45,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,12,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,29,Alive,White,Female,Alive,2011,2016,5,Alive +87,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,55,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +26,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Borderline,999,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,5,Breast,White,Female,Dead,2011,2013,2,Dead +61,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,98,Breast,White,Female,Dead,2011,2015,4,Dead +60,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,14,Unknown,13,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,11,Breast,White,Female,Dead,2011,2013,2,Dead +74,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,31,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +58,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,10,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,39,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +69,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation prior to surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,5,Stomach,White,Female,Dead,2011,2012,1,Dead +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,999,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2014,3,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,110,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,10,Breast,White,Female,Dead,2011,2013,2,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2015,4,Dead +49,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,8,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,11,Breast,White,Female,Dead,2011,2014,3,Dead +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,47,Negative,11,Breast,White,Female,Dead,2011,2014,3,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +61,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,13,Acute Myeloid Leukemia,White,Female,Dead,2011,2013,2,Dead +34,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +70,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,18,Breast,White,Female,Dead,2011,2014,3,Dead +62,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,140,Negative,14,Breast,White,Female,Dead,2011,2013,2,Dead +59,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,25,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,19,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +28,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,998,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,22,Negative,3,State DC not available or state DC available but no COD,White,Female,Dead,2012,2013,1,Dead +63,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,37,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,3,Breast,White,Female,Dead,2012,2014,2,Dead +76,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,22,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,11,Unknown,1,Diabetes Mellitus,White,Female,Dead,2011,2016,5,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +62,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,5,Breast,White,Female,Dead,2012,2013,1,Dead +42,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Borderline,0,Breast,White,Female,Dead,2012,2015,3,Dead +78,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,9,Unknown,0,Breast,White,Female,Dead,2012,2015,3,Dead +72,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2012,1,Dead +57,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,2,Breast,White,Female,Dead,2012,2016,4,Dead +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,6,Breast,White,Female,Dead,2012,2015,3,Dead +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Ovary,White,Female,Dead,2012,2014,2,Dead +83,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,23,Negative,5,Breast,White,Female,Dead,2012,2014,2,Dead +99,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2014,2,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +70,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Positive,0,Ovary,White,Female,Dead,2012,2016,4,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,81,Negative,3,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,2,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,38,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +84,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,9,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Positive,0,Lung and Bronchus,White,Female,Dead,2012,2013,1,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,0,Other Cause of Death,Black,Female,Dead,2012,2014,2,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,5,Positive,0,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,4,Breast,White,Female,Dead,2012,2015,3,Dead +59,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,1,Miscellaneous Malignant Cancer,Black,Female,Dead,2012,2013,1,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,39,Negative,4,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +52,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,0,Liver,White,Female,Dead,2012,2015,3,Dead +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,17,Breast,White,Female,Dead,2012,2013,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +69,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Lung and Bronchus,White,Female,Dead,2012,2016,4,Dead +76,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Breast,White,Female,Dead,2012,2016,4,Dead +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,20,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +46,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Breast,White,Female,Dead,2012,2015,3,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +87,4,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,48,Alive,White,Female,Alive,2011,2016,5,Alive +67,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,110,Negative,9,Breast,White,Female,Dead,2012,2015,3,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,30,Negative,1,Breast,White,Female,Dead,2012,2012,0,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,3,Breast,White,Female,Dead,2012,2014,2,Dead +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Positive,24,Breast,White,Female,Dead,2012,2015,3,Dead +72,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,2,Brain and Other Nervous System,White,Female,Dead,2012,2014,2,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,36,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +56,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2012,2013,1,Dead +77,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +81,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +48,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +84,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2011,0,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +63,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,65,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +39,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2011,2012,1,Dead +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +67,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,2,Breast,White,Female,Dead,2011,2016,5,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,26,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,36,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +29,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,65,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2016,5,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Breast,White,Female,Dead,2011,2012,1,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,37,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +75,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,12,Breast,White,Female,Dead,2011,2015,4,Dead +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,8,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,11,Breast,White,Female,Dead,2011,2015,4,Dead +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,175,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +38,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,0,Alive,White,Male,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +55,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,990,Positive,31,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,4,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +38,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +73,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,998,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,4,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,5,Breast,White,Female,Dead,2011,2014,3,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,19,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +81,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,98,Breast,White,Female,Dead,2011,2012,1,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,17,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,23,Breast,White,Female,Dead,2011,2016,5,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2011,2014,3,Dead +74,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,130,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,37,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +64,98,1,Radioisotopes (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +74,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,12,Breast,White,Female,Dead,2012,2014,2,Dead +61,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,990,Unknown,0,Alive,Unknown,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +57,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +42,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,998,Positive,0,Breast,White,Female,Dead,2011,2012,1,Dead +79,13,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,61,Borderline,15,Breast,White,Female,Dead,2012,2014,2,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +44,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,23,Breast,White,Female,Dead,2011,2012,1,Dead +74,98,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Positive,0,Breast,White,Female,Dead,2012,2016,4,Dead +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,995,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +86,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,65,Negative,11,Breast,White,Female,Dead,2011,2015,4,Dead +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +69,26,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,26,Breast,White,Female,Dead,2012,2014,2,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,21,Negative,2,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2011,0,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,998,Negative,8,Breast,White,Female,Dead,2011,2012,1,Dead +71,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation prior to surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,15,Breast,White,Female,Dead,2011,2015,4,Dead +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +31,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Borderline,26,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +59,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Positive,17,Breast,White,Female,Dead,2012,2015,3,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +74,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,6,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +34,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Positive,5,Breast,White,Female,Dead,2012,2014,2,Dead +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Breast,White,Female,Dead,2012,2016,4,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Borderline,0,Breast,White,Female,Dead,2012,2014,2,Dead +68,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Pneumonia and Influenza,White,Female,Dead,2012,2013,1,Dead +73,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Positive,4,Pneumonia and Influenza,White,Female,Dead,2012,2015,3,Dead +50,1,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Negative,150,Negative,15,Breast,White,Female,Dead,2012,2014,2,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Lung and Bronchus,White,Female,Dead,2012,2014,2,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +45,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,32,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +89,8,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,14,Intrahepatic Bile Duct,White,Female,Dead,2012,2015,3,Dead +50,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,19,Breast,White,Female,Dead,2012,2014,2,Dead +91,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,58,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +93,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +82,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Unknown,20,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2016,4,Dead +73,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,23,Breast,White,Female,Dead,2013,2015,2,Dead +53,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,2,Unknown,2,State DC not available or state DC available but no COD,White,Female,Dead,2012,2015,3,Dead +85,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,0,Pneumonia and Influenza,White,Female,Dead,2012,2013,1,Dead +76,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +46,37,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,95,Negative,37,Breast,White,Female,Dead,2012,2012,0,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,50,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +71,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Rectum and Rectosigmoid Junction,White,Female,Dead,2012,2012,0,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Diabetes Mellitus,White,Female,Dead,2012,2013,1,Dead +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,999,Positive,0,Breast,White,Female,Dead,2013,2013,0,Dead +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,1,Breast,Black,Female,Dead,2013,2013,0,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Diabetes Mellitus,White,Female,Dead,2013,2016,3,Dead +79,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,28,Negative,10,Breast,White,Female,Dead,2013,2014,1,Dead +34,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,15,Breast,White,Female,Dead,2012,2015,3,Dead +46,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,2,Breast,White,Female,Dead,2012,2015,3,Dead +82,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,2,Unknown,5,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,5,Breast,White,Female,Dead,2012,2015,3,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +40,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,State DC not available or state DC available but no COD,Unknown,Female,Dead,2011,2011,0,Dead +87,2,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,11,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +61,25,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,26,Breast,White,Female,Dead,2012,2014,2,Dead +56,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2015,3,Dead +81,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,0,Breast,White,Female,Dead,2012,2016,4,Dead +91,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Diabetes Mellitus,White,Female,Dead,2012,2013,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,44,Negative,0,Colon excluding Rectum,White,Female,Dead,2012,2014,2,Dead +58,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,46,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2014,2,Dead +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,16,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2012,2016,4,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +72,14,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,20,Breast,White,Female,Dead,2012,2014,2,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2013,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,3,Pneumonia and Influenza,White,Female,Dead,2012,2016,4,Dead +74,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,18,Unknown,3,Septicemia,White,Female,Dead,2012,2016,4,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +34,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2013,0,Dead +91,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Positive,95,Breast,White,Female,Dead,2012,2013,1,Dead +81,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,96,Breast,Unknown,Female,Dead,2012,2013,1,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,10,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2013,1,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,0,Alive,Unknown,Female,Alive,2011,2016,5,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,52,Positive,10,Breast,White,Female,Dead,2012,2015,3,Dead +53,21,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,21,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +66,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,State DC not available or state DC available but no COD,White,Female,Dead,2011,2011,0,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +75,99,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2011,2013,2,Dead +55,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +58,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Positive,9,Breast,White,Female,Dead,2012,2015,3,Dead +62,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Liver,White,Female,Dead,2013,2014,1,Dead +56,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +35,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,67,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +81,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2012,2012,0,Dead +90,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2013,0,Dead +62,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2012,1,Dead +55,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,7,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +29,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2013,3,Dead +51,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,8,Breast,White,Female,Dead,2013,2016,3,Dead +87,9,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,52,Positive,16,Breast,White,Female,Dead,2013,2016,3,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,0,Breast,White,Female,Dead,2013,2015,2,Dead +60,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,17,Rectum and Rectosigmoid Junction,White,Female,Dead,2013,2015,2,Dead +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,8,Breast,White,Female,Dead,2013,2014,1,Dead +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +64,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,11,State DC not available or state DC available but no COD,White,Female,Dead,2012,2016,4,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Diabetes Mellitus,White,Female,Dead,2012,2012,0,Dead +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,42,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2015,2,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Breast,White,Female,Dead,2013,2016,3,Dead +36,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,9,Breast,White,Female,Dead,2012,2014,2,Dead +95,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,95,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2015,2,Dead +65,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,65,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,34,Negative,13,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2012,2015,3,Dead +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,5,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2014,1,Dead +78,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,0,Hypertension without Heart Disease,White,Female,Dead,2013,2015,2,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,61,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2016,3,Dead +61,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,12,Breast,White,Female,Dead,2013,2015,2,Dead +67,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,90,Breast,White,Female,Dead,2012,2014,2,Dead +84,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,48,Negative,16,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +66,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Positive,7,Breast,White,Female,Dead,2012,2016,4,Dead +50,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,18,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,74,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +48,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,10,Breast,White,Female,Dead,2013,2016,3,Dead +72,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,3,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +37,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +44,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,12,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +62,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2012,2012,0,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +47,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,1,Breast,White,Female,Dead,2012,2015,3,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +85,1,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Breast,White,Male,Dead,2012,2016,4,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,7,Breast,White,Female,Dead,2012,2013,1,Dead +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2012,0,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,65,Negative,1,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +90,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,1,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +68,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +44,0,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Positive,48,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Suicide and Self-Inflicted Injury,White,Female,Dead,2013,2015,2,Dead +85,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Borderline,10,State DC not available or state DC available but no COD,White,Female,Dead,2012,2016,4,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Borderline,79,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +63,99,1,Beam radiation,Yes,Radiation prior to surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,No/Unknown,Radiation before and after surgery,Positive,Positive,54,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +64,13,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,107,Negative,28,Breast,White,Female,Dead,2013,2014,1,Dead +92,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,98,Breast,White,Female,Dead,2013,2015,2,Dead +36,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +39,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +70,1,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +67,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,105,Positive,8,Breast,White,Female,Dead,2013,2016,3,Dead +82,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,48,Negative,2,Lung and Bronchus,White,Female,Dead,2013,2016,3,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,66,Positive,3,Breast,White,Female,Dead,2013,2014,1,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,2,Suicide and Self-Inflicted Injury,White,Female,Dead,2013,2016,3,Dead +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Positive,14,Breast,White,Female,Dead,2013,2014,1,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +58,99,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2016,3,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,5,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,49,Unknown,19,Breast,White,Female,Dead,2011,2013,2,Dead +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +41,98,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,12,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +37,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,12,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +67,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Positive,6,Breast,White,Female,Dead,2013,2015,2,Dead +54,22,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,22,Breast,White,Female,Dead,2013,2014,1,Dead +85,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,86,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,64,Negative,9,Pneumonia and Influenza,White,Female,Dead,2013,2014,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,13,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +76,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,99,Borderline,1,Breast,White,Female,Dead,2013,2014,1,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Liver,White,Female,Dead,2013,2014,1,Dead +77,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Pneumonia and Influenza,White,Female,Dead,2013,2015,2,Dead +86,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +80,1,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,1,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2013,2013,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Borderline,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +45,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Unknown,11,Breast,Black,Female,Dead,2013,2014,1,Dead +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,0,Lung and Bronchus,White,Female,Dead,2014,2014,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2013,2015,2,Dead +45,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +65,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,5,Acute Myeloid Leukemia,White,Female,Dead,2014,2015,1,Dead +49,8,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Positive,17,Breast,White,Female,Dead,2013,2016,3,Dead +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2013,2016,3,Dead +34,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,70,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,10,State DC not available or state DC available but no COD,White,Female,Dead,2013,2016,3,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,56,Negative,10,Breast,White,Female,Dead,2013,2015,2,Dead +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +62,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,37,Positive,95,Breast,White,Female,Dead,2013,2014,1,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,64,Borderline,0,Breast,White,Female,Dead,2013,2016,3,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,5,Breast,White,Female,Dead,2013,2016,3,Dead +66,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2014,2014,0,Dead +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,9,Breast,White,Female,Dead,2013,2014,1,Dead +48,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Ovary,White,Female,Dead,2013,2015,2,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +86,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,0,Acute Lymphocytic Leukemia,White,Female,Dead,2013,2016,3,Dead +45,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,44,Positive,2,Breast,White,Female,Dead,2013,2016,3,Dead +52,4,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,33,Negative,20,Breast,White,Female,Dead,2013,2014,1,Dead +61,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Negative,8,Breast,White,Female,Dead,2013,2015,2,Dead +32,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,98,Negative,16,Breast,White,Female,Dead,2013,2014,1,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,44,Positive,8,Breast,White,Female,Dead,2013,2015,2,Dead +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Ovary,White,Female,Dead,2013,2016,3,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,35,Negative,6,Breast,White,Female,Dead,2014,2014,0,Dead +74,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,8,Breast,White,Female,Dead,2013,2014,1,Dead +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2013,1,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,5,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +46,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2014,2,Dead +56,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2013,1,Dead +60,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2015,3,Dead +27,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +46,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +54,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,96,Breast,White,Female,Dead,2013,2013,0,Dead +63,17,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,998,Negative,17,Breast,White,Female,Dead,2013,2016,3,Dead +86,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,51,Positive,15,Breast,White,Female,Dead,2013,2015,2,Dead +77,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,6,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,170,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,5,Breast,White,Female,Dead,2014,2015,1,Dead +43,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,72,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +71,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,97,Breast,White,Female,Dead,2013,2013,0,Dead +80,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2016,3,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2013,2015,2,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Borderline,1,Breast,White,Female,Dead,2013,2014,1,Dead +76,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,35,Negative,19,Hypertension without Heart Disease,White,Female,Dead,2014,2016,2,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +36,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,41,Negative,22,Breast,White,Female,Dead,2013,2015,2,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2016,3,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,69,Negative,6,Breast,White,Female,Dead,2013,2016,3,Dead +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,0,Lung and Bronchus,White,Female,Dead,2012,2013,1,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2014,2015,1,Dead +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,130,Negative,8,Breast,White,Female,Dead,2014,2015,1,Dead +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +81,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,41,Negative,2,Breast,White,Female,Dead,2013,2014,1,Dead +69,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Borderline,8,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2013,0,Dead +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,18,Negative,12,Ovary,White,Female,Dead,2013,2016,3,Dead +56,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,59,Negative,16,Breast,White,Female,Dead,2013,2015,2,Dead +79,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +55,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +72,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,9,Breast,White,Female,Dead,2014,2015,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +87,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Rectum and Rectosigmoid Junction,White,Female,Dead,2014,2016,2,Dead +65,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,999,Positive,0,Breast,White,Female,Dead,2013,2014,1,Dead +84,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +60,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,19,Septicemia,White,Female,Dead,2013,2016,3,Dead +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +83,13,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,13,Breast,White,Female,Dead,2013,2014,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2014,1,Dead +62,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,999,Borderline,98,Breast,White,Female,Dead,2014,2016,2,Dead +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2014,2014,0,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +67,6,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,63,Negative,6,Breast,White,Female,Dead,2014,2014,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Negative,2,Diabetes Mellitus,White,Female,Dead,2014,2016,2,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,0,Breast,White,Female,Dead,2013,2015,2,Dead +59,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2014,2015,1,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Positive,2,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2015,1,Dead +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,85,Negative,17,Breast,Black,Female,Dead,2014,2015,1,Dead +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,10,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +59,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Borderline,19,Breast,White,Female,Dead,2014,2016,2,Dead +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,57,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +77,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,0,Breast,White,Female,Dead,2014,2016,2,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,1,State DC not available or state DC available but no COD,White,Female,Dead,2013,2014,1,Dead +59,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,5,Breast,White,Female,Dead,2014,2015,1,Dead +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +91,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,37,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +50,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,14,Suicide and Self-Inflicted Injury,White,Female,Dead,2014,2016,2,Dead +60,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,11,Breast,White,Female,Dead,2014,2015,1,Dead +77,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,0,Lung and Bronchus,White,Female,Dead,2014,2015,1,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Positive,1,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +69,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2015,2,Dead +63,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2013,3,Dead +69,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2013,0,Dead +70,0,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Negative,Negative,12,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +88,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2014,1,Dead +74,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +78,98,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,18,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,44,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +73,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,95,Breast,White,Female,Dead,2015,2015,0,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +68,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Positive,19,Breast,White,Female,Dead,2014,2015,1,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Aortic Aneurysm and Dissection,White,Female,Dead,2014,2015,1,Dead +72,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +91,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2015,2016,1,Dead +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,88,Negative,28,Breast,White,Female,Dead,2014,2015,1,Dead +54,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2013,2015,2,Dead +67,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,3,Breast,White,Female,Dead,2013,2016,3,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,21,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2015,1,Dead +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,51,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,68,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +58,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,9,Breast,White,Female,Dead,2014,2015,1,Dead +72,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Breast,White,Female,Dead,2015,2015,0,Dead +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,83,Negative,6,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2016,2,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Unknown,0,Lung and Bronchus,White,Female,Dead,2014,2014,0,Dead +62,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,14,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2014,0,Dead +69,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,76,Negative,12,Breast,White,Female,Dead,2014,2016,2,Dead +80,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,8,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,67,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +67,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,150,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +31,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,120,Negative,6,Breast,White,Female,Dead,2015,2016,1,Dead +73,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +61,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,7,Breast,White,Female,Dead,2014,2015,1,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,98,Breast,White,Female,Dead,2015,2015,0,Dead +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,1,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2015,2016,1,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2016,2,Dead +84,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Negative,99,Breast,White,Female,Dead,2014,2014,0,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +68,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,0,Breast,White,Male,Dead,2015,2015,0,Dead +70,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,98,Negative,99,Breast,White,Female,Dead,2015,2015,0,Dead +57,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,66,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +54,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +78,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,10,Other Oral Cavity and Pharynx,White,Female,Dead,2014,2016,2,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +54,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Breast,White,Female,Dead,2015,2016,1,Dead +74,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,19,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +77,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +45,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +84,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Kidney and Renal Pelvis,White,Female,Dead,2015,2016,1,Dead +66,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,1,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +51,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2015,2016,1,Dead +72,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,43,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +75,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,95,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +41,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Negative,3,Breast,White,Female,Dead,2013,2015,2,Dead +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +77,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,0,Miscellaneous Malignant Cancer,White,Female,Dead,2015,2016,1,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +52,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +91,5,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,90,Negative,12,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,12,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Positive,0,Breast,White,Female,Dead,2016,2016,0,Dead +53,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Positive,0,Breast,White,Female,Dead,2016,2016,0,Dead +67,99,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,99,Breast,White,Female,Dead,2016,2016,0,Dead +54,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Unknown,Female,Dead,2014,2014,0,Dead +73,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Liver,White,Female,Dead,2015,2015,0,Dead +68,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,36,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +90,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +81,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +73,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +55,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,Unknown,Female,Dead,2011,2015,4,Dead +69,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +69,17,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,20,Breast,White,Female,Dead,2011,2016,5,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Borderline,0,Breast,White,Female,Dead,2016,2016,0,Dead +30,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,4,Breast,White,Female,Dead,2015,2016,1,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2016,1,Dead +70,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,200,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,99,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +63,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,99,Breast,White,Female,Dead,2015,2016,1,Dead +79,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2015,2016,1,Dead +45,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2016,1,Dead +80,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,99,Breast,White,Female,Dead,2015,2016,1,Dead +85,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,99,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +98,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Accidents and Adverse Effects,White,Female,Dead,2015,2015,0,Dead +75,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,99,Breast,White,Female,Dead,2015,2015,0,Dead +71,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,116,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +42,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Borderline,0,Breast,White,Female,Dead,2016,2016,0,Dead +84,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,98,Breast,White,Female,Dead,2016,2016,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Borderline,0,Breast,White,Female,Dead,2016,2016,0,Dead +82,1,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,3,Miscellaneous Malignant Cancer,White,Female,Dead,2016,2016,0,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2015,5,Alive +55,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,Blank(s),Positive,95,Breast,White,Female,Dead,2016,2016,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +68,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,White,Female,Dead,2016,2016,0,Dead +63,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,6,Breast,White,Female,Dead,2016,2016,0,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Borderline,4,Breast,White,Female,Dead,2016,2016,0,Dead +47,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,99,Breast,White,Female,Dead,2016,2016,0,Dead +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Borderline,0,Breast,White,Female,Dead,2016,2016,0,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,86,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +72,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,1,Breast,White,Female,Dead,2015,2016,1,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,26,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +63,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +64,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +81,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +80,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +55,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,10,Breast,White,Female,Dead,2015,2016,1,Dead +65,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +57,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2016,3,Dead +68,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,4,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +66,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2016,4,Dead +54,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,White,Female,Dead,2016,2016,0,Dead +58,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,White,Female,Dead,2016,2016,0,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +60,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,White,Female,Dead,2016,2016,0,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +88,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Positive,10,Breast,White,Female,Dead,2016,2016,0,Dead +81,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2016,2,Dead +73,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,White,Female,Dead,2016,2016,0,Dead +76,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2016,5,Dead +46,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2016,3,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,8,Breast,Black,Female,Dead,2016,2016,0,Dead +27,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2016,3,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +83,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2016,5,Dead +83,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,White,Female,Dead,2016,2016,0,Dead +69,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,White,Female,Dead,2016,2016,0,Dead +51,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Breast,White,Female,Dead,2015,2016,1,Dead +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,Unknown,Female,Dead,2016,2016,0,Dead +88,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,White,Female,Dead,2016,2016,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,17,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2012,2014,2,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +45,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Negative,30,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,5,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Positive,3,Breast,White,Female,Dead,2010,2013,3,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +78,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,15,Breast,White,Female,Dead,2010,2016,6,Alive +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,22,Breast,White,Female,Dead,2012,2013,1,Dead +61,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Borderline,1,Alive,Black,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +87,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,7,Breast,White,Female,Dead,2010,2011,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,34,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +72,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +80,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,10,Breast,White,Female,Dead,2012,2012,0,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,11,Breast,White,Female,Dead,2010,2012,2,Dead +46,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +64,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +49,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,5,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2011,1,Dead +61,25,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,26,Breast,White,Female,Dead,2010,2015,5,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,57,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +33,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,19,Breast,White,Female,Dead,2010,2011,1,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,16,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Small Intestine,White,Female,Dead,2010,2010,0,Dead +46,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,106,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +68,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +40,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,54,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,74,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +89,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +86,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,97,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Unknown,2,Cerebrovascular Diseases,White,Female,Dead,2010,2012,2,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +93,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Breast,White,Female,Dead,2010,2010,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +58,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,47,Positive,21,Breast,White,Female,Dead,2010,2012,2,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,26,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +53,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,12,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +65,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,42,Negative,6,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +49,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,24,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,36,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,993,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,46,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Positive,24,Alive,White,Female,Alive,2010,2016,6,Alive +47,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +62,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,84,Positive,28,Alive,White,Female,Alive,2010,2016,6,Alive +66,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +72,12,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,0,Positive,26,Alive,Black,Female,Alive,2010,2016,6,Alive +63,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +77,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Unknown,4,Alive,White,Male,Alive,2010,2016,6,Alive +62,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,75,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,0,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,15,Breast,White,Female,Dead,2010,2015,5,Dead +63,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Positive,27,Breast,Black,Male,Dead,2010,2012,2,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,19,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Pneumonia and Influenza,White,Female,Dead,2010,2010,0,Dead +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,3,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +49,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,12,Alive,Unknown,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,57,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +41,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,15,Breast,Black,Female,Dead,2010,2016,6,Alive +43,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,2,Aortic Aneurysm and Dissection,White,Female,Dead,2010,2015,5,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,66,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,54,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +83,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,8,Breast,White,Female,Dead,2010,2015,5,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +54,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,47,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Positive,13,Breast,White,Female,Dead,2010,2015,5,Dead +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,2,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,26,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2011,1,Dead +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,6,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,22,Breast,White,Female,Dead,2010,2013,3,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,41,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,41,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,9,Ovary,White,Female,Dead,2010,2014,4,Dead +64,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,3,Breast,White,Female,Dead,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +91,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,5,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,4,Rectum and Rectosigmoid Junction,White,Female,Dead,2010,2013,3,Dead +73,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +90,5,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,42,Negative,5,Hypertension without Heart Disease,Black,Female,Dead,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Hypertension without Heart Disease,White,Female,Dead,2010,2013,3,Dead +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,7,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2011,1,Dead +59,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,10,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,33,Negative,12,Breast,White,Female,Dead,2010,2012,2,Dead +90,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +40,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,23,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +59,95,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,110,Negative,24,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Lung and Bronchus,White,Female,Dead,2010,2015,5,Dead +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,62,Negative,13,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2011,1,Dead +38,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +72,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,21,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,4,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2012,2,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,38,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Positive,19,Breast,White,Female,Dead,2010,2012,2,Dead +40,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,1,Breast,White,Female,Dead,2010,2011,1,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +51,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,52,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Brain and Other Nervous System,White,Female,Dead,2010,2011,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Other Cause of Death,Black,Male,Dead,2010,2011,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,4,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Positive,Positive,25,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +88,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,5,Breast,White,Female,Dead,2010,2013,3,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,3,Breast,White,Female,Dead,2010,2014,4,Dead +75,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,55,Unknown,22,Other Cause of Death,White,Male,Dead,2010,2012,2,Dead +50,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +42,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +52,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Positive,23,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,35,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +73,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +39,22,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,105,Positive,23,Breast,White,Female,Dead,2010,2012,2,Dead +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Male,Dead,2010,2013,3,Dead +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,7,Alive,White,Male,Alive,2010,2016,6,Alive +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +86,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +90,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,4,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,140,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Oropharynx,White,Female,Dead,2010,2011,1,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Chronic Liver Disease and Cirrhosis,White,Male,Dead,2010,2014,4,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,23,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +90,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,100,Unknown,95,Breast,White,Female,Dead,2010,2010,0,Dead +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +55,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +38,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,61,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +48,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,20,Alive,White,Female,Alive,2010,2015,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +70,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,15,Breast,White,Female,Dead,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,36,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +50,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,98,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +28,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,37,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,22,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,104,Negative,22,Breast,White,Female,Dead,2010,2014,4,Dead +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Positive,23,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,0,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +66,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Positive,27,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Other Cause of Death,White,Male,Dead,2010,2010,0,Dead +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,2,Brain and Other Nervous System,White,Female,Dead,2010,2013,3,Dead +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,13,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +40,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Aortic Aneurysm and Dissection,White,Female,Dead,2010,2013,3,Dead +77,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +55,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Positive,0,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Breast,White,Female,Dead,2010,2013,3,Dead +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,52,Unknown,3,Breast,White,Female,Dead,2010,2011,1,Dead +40,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,117,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +49,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +50,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +77,3,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,990,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +86,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Intrahepatic Bile Duct,White,Female,Dead,2010,2012,2,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2010,2014,4,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +53,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +24,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,3,Breast,White,Female,Dead,2010,2013,3,Dead +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Negative,Positive,16,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +53,18,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2010,2012,2,Dead +52,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +50,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,5,Lung and Bronchus,White,Female,Dead,2010,2012,2,Dead +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +40,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,64,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +63,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,58,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,4,Colon excluding Rectum,White,Female,Dead,2010,2013,3,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,11,Breast,White,Female,Dead,2010,2015,5,Dead +77,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,5,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Negative,36,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +43,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,85,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,36,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2010,2011,1,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +90,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,64,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,1,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Positive,24,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +29,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,90,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +42,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,21,Breast,White,Female,Dead,2010,2016,6,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +73,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,7,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2012,2,Dead +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,34,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +32,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,54,Negative,37,Breast,White,Female,Dead,2010,2015,5,Dead +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +42,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +55,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +86,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,65,Positive,1,Breast,White,Female,Dead,2010,2011,1,Dead +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,0,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Liver,White,Female,Dead,2010,2010,0,Dead +80,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,27,Unknown,0,Breast,Black,Female,Dead,2010,2010,0,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +73,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Breast,Black,Female,Dead,2010,2011,1,Dead +52,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,4,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +53,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Borderline,16,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,3,Breast,White,Female,Dead,2010,2014,4,Dead +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +58,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,130,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,35,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,60,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +33,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,1,Alive,White,Male,Alive,2010,2016,6,Alive +79,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,31,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +97,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,31,Negative,1,Breast,White,Female,Dead,2010,2011,1,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,18,Breast,White,Female,Dead,2010,2013,3,Dead +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +34,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +62,2,1,Beam radiation,Yes,Intraoperative radiation,Negative,Negative,21,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +86,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,13,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,48,Positive,10,Breast,White,Female,Dead,2010,2013,3,Dead +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,46,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,84,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,21,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,58,Negative,29,Breast,White,Female,Dead,2010,2011,1,Dead +79,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,22,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,62,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,19,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +90,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Pancreas,White,Female,Dead,2010,2014,4,Dead +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,32,Breast,White,Female,Dead,2010,2014,4,Dead +28,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,46,Negative,17,Breast,White,Female,Dead,2010,2013,3,Dead +43,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +30,6,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,50,Negative,17,Alive,Black,Female,Alive,2010,2015,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Positive,1,Brain and Other Nervous System,White,Female,Dead,2010,2015,5,Dead +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,22,Breast,White,Female,Dead,2010,2015,5,Dead +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,53,Negative,95,Alive,White,Female,Alive,2010,2015,5,Alive +73,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +98,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,95,Breast,White,Female,Dead,2010,2014,4,Dead +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,7,Breast,Black,Female,Dead,2010,2011,1,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +60,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +54,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,0,Positive,0,Lung and Bronchus,White,Male,Dead,2010,2011,1,Dead +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +49,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,17,Breast,White,Female,Dead,2010,2016,6,Alive +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +38,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,95,Breast,White,Female,Dead,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +81,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,46,Negative,10,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +81,21,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,23,Breast,White,Female,Dead,2010,2011,1,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +60,25,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,36,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2010,0,Dead +48,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,35,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2010,2010,0,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,46,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,5,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +27,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +70,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,90,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Male,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,2,Breast,White,Female,Dead,2010,2014,4,Dead +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,62,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,16,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,24,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,20,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,21,Breast,White,Female,Dead,2010,2012,2,Dead +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,7,Accidents and Adverse Effects,White,Female,Dead,2010,2010,0,Dead +54,0,3,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,32,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2013,3,Dead +49,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Male,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Borderline,24,Alive,White,Female,Alive,2010,2016,6,Alive +65,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,103,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Positive,0,Breast,White,Female,Dead,2010,2014,4,Dead +28,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +56,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2010,2011,1,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +34,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,8,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,7,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +65,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,120,Positive,97,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +51,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +65,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,44,Alive,White,Female,Alive,2010,2016,6,Alive +66,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,5,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +35,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,9,Breast,White,Female,Dead,2010,2013,3,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +62,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,65,Negative,9,Breast,White,Female,Dead,2010,2013,3,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +49,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,71,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2010,0,Dead +36,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +55,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,166,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +75,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,54,Negative,21,Breast,White,Female,Dead,2010,2013,3,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Pneumonia and Influenza,White,Female,Dead,2010,2014,4,Dead +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Gallbladder,White,Female,Dead,2010,2016,6,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +90,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,23,Breast,White,Female,Dead,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,6,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,197,Unknown,10,Breast,White,Female,Dead,2010,2010,0,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +31,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,54,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Unknown,0,Septicemia,White,Female,Dead,2010,2013,3,Dead +50,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,37,Breast,Black,Female,Dead,2010,2015,5,Dead +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Positive,16,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +57,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,992,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,4,Stomach and Duodenal Ulcers,White,Female,Dead,2010,2010,0,Dead +58,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Unknown,0,Breast,Black,Female,Dead,2010,2012,2,Dead +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Positive,1,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +47,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Lung and Bronchus,White,Female,Dead,2010,2012,2,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,29,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Breast,White,Female,Dead,2010,2010,0,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Borderline,6,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,990,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +89,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +50,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +33,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,12,Breast,White,Female,Dead,2010,2016,6,Alive +34,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,2,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Cerebrovascular Diseases,White,Female,Dead,2010,2014,4,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,990,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +59,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +37,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +63,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,46,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,43,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2010,0,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Breast,White,Female,Dead,2010,2010,0,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,53,Negative,23,Breast,White,Female,Dead,2010,2013,3,Dead +64,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,13,Breast,Black,Female,Dead,2010,2012,2,Dead +52,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,3,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,95,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,999,Unknown,95,Breast,White,Female,Dead,2010,2015,5,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2014,4,Dead +44,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,75,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +76,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +48,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,136,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,Black,Female,Dead,2010,2012,2,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +71,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,2,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2015,5,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,17,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2010,2012,2,Dead +59,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,10,Alive,Black,Female,Alive,2010,2016,6,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Other Cause of Death,White,Male,Dead,2010,2013,3,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,17,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,22,Breast,White,Female,Dead,2010,2014,4,Dead +58,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Breast,White,Female,Dead,2010,2015,5,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +64,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +40,26,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,26,Breast,Black,Female,Dead,2010,2014,4,Dead +26,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,1,Stomach,White,Female,Dead,2010,2011,1,Dead +71,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,995,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,2,Breast,White,Female,Dead,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +70,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,23,Alive,Black,Female,Alive,2010,2016,6,Alive +45,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,33,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,4,Breast,White,Female,Dead,2010,2015,5,Dead +32,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,91,Positive,12,Alive,Black,Female,Alive,2010,2016,6,Alive +48,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,42,Alive,White,Female,Alive,2010,2016,6,Alive +58,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,95,Breast,White,Female,Dead,2010,2012,2,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,11,Breast,White,Female,Dead,2010,2014,4,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,65,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,10,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,5,Breast,White,Female,Dead,2010,2015,5,Dead +49,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Positive,0,Breast,White,Female,Dead,2010,2014,4,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,14,Negative,4,Breast,White,Female,Dead,2010,2013,3,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2010,2010,0,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,State DC not available or state DC available but no COD,White,Female,Dead,2010,2016,6,Alive +60,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,76,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +36,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,100,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,60,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Acute Myeloid Leukemia,White,Female,Dead,2010,2011,1,Dead +40,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,43,Positive,10,Breast,White,Female,Dead,2010,2016,6,Alive +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,3,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +46,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +78,13,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Positive,14,State DC not available or state DC available but no COD,White,Female,Dead,2010,2013,3,Dead +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,7,Breast,White,Female,Dead,2010,2013,3,Dead +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,3,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Pneumonia and Influenza,White,Female,Dead,2010,2012,2,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,7,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +55,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +80,4,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Borderline,3,Breast,White,Female,Dead,2010,2013,3,Dead +36,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,24,Breast,White,Female,Dead,2010,2015,5,Dead +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,25,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +63,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Borderline,17,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Positive,3,Breast,Black,Female,Dead,2010,2011,1,Dead +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,17,Breast,White,Female,Dead,2010,2013,3,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,8,State DC not available or state DC available but no COD,White,Female,Dead,2012,2016,4,Dead +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Borderline,2,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +58,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +72,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2010,0,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +89,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Breast,White,Female,Dead,2010,2011,1,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Borderline,5,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,72,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,6,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +70,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,27,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +72,21,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,21,Breast,White,Female,Dead,2010,2013,3,Dead +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,4,Breast,White,Female,Dead,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +38,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,3,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Borderline,1,Alive,Black,Female,Alive,2010,2016,6,Alive +45,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Unknown,14,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Borderline,1,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +52,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +78,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,0,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +27,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2010,2012,2,Dead +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,8,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,1,Breast,White,Female,Dead,2010,2015,5,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,3,Suicide and Self-Inflicted Injury,Black,Female,Dead,2010,2012,2,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,Unknown,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,95,Miscellaneous Malignant Cancer,White,Female,Dead,2016,2016,0,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +63,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +44,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,58,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,3,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +41,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Positive,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2013,3,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +37,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,18,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,3,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,23,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Positive,42,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,10,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,90,Negative,22,Breast,White,Female,Dead,2010,2015,5,Dead +71,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,95,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,21,Positive,95,Breast,White,Female,Dead,2010,2012,2,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +77,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,95,Breast,White,Female,Dead,2010,2013,3,Dead +57,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +33,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,33,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +32,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,65,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Male,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +74,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +72,31,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,31,Breast,White,Female,Dead,2010,2013,3,Dead +68,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +68,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,1,Positive,4,Cerebrovascular Diseases,White,Female,Dead,2010,2013,3,Dead +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,2,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +48,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +36,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,6,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,30,Negative,7,Septicemia,White,Female,Dead,2010,2012,2,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,17,Unknown,13,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,21,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,5,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,30,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,90,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +38,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,19,Breast,White,Female,Dead,2010,2014,4,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +84,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,5,Pancreas,White,Female,Dead,2010,2012,2,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Breast,White,Female,Dead,2010,2013,3,Dead +30,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Positive,22,Breast,White,Female,Dead,2010,2011,1,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,5,Breast,White,Female,Dead,2010,2014,4,Dead +62,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +64,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Alive,Unknown,Female,Alive,2010,2016,6,Alive +60,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,7,Alive,White,Male,Alive,2010,2016,6,Alive +44,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,3,Alive,White,Female,Alive,2010,2015,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,6,Acute Lymphocytic Leukemia,White,Female,Dead,2010,2012,2,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2010,2013,3,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,3,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2015,5,Dead +64,13,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,0,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,59,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,13,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +73,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,39,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,0,Cerebrovascular Diseases,White,Female,Dead,2010,2011,1,Dead +82,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,8,Breast,White,Female,Dead,2010,2011,1,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,140,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +53,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Lung and Bronchus,Black,Female,Dead,2010,2012,2,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,12,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +58,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,33,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,31,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2010,0,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +64,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,58,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +59,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,35,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +71,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,2,Breast,White,Female,Dead,2010,2011,1,Dead +71,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,30,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,24,Alive,Black,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,1,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,7,Breast,White,Female,Dead,2010,2011,1,Dead +73,9,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,11,Breast,White,Female,Dead,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +83,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Positive,12,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +29,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,44,Negative,14,Breast,White,Female,Dead,2010,2012,2,Dead +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,83,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,49,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +59,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,24,Breast,White,Female,Dead,2010,2015,5,Dead +52,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,28,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,23,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2010,2011,1,Dead +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +36,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,24,Alive,White,Male,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +70,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,95,Breast,White,Female,Dead,2010,2010,0,Dead +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +59,15,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,15,Breast,White,Female,Dead,2010,2015,5,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +81,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,31,Alive,White,Female,Alive,2010,2016,6,Alive +45,98,2,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,32,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Diseases of Heart,Black,Female,Dead,2010,2011,1,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,41,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,7,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,63,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2011,1,Dead +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,15,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,63,Negative,15,Breast,Black,Female,Dead,2010,2011,1,Dead +42,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Borderline,11,Hypertension without Heart Disease,White,Female,Dead,2010,2011,1,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,22,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +31,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +88,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +52,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +37,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,17,Breast,White,Female,Dead,2010,2016,6,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,36,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Liver,Black,Female,Dead,2010,2015,5,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +70,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,101,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +67,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,14,Breast,White,Female,Dead,2010,2012,2,Dead +61,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +60,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,31,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +89,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,85,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +35,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,31,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,39,Bones and Joints,Black,Female,Dead,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,6,Breast,White,Female,Dead,2010,2014,4,Dead +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Positive,5,Breast,White,Female,Dead,2010,2013,3,Dead +55,0,2,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,18,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +59,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,14,Breast,White,Female,Dead,2010,2012,2,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,65,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +38,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,25,Alive,White,Male,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +36,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,20,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Unknown,30,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2010,2012,2,Dead +51,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2010,2014,4,Dead +76,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,43,Negative,21,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,13,Breast,White,Female,Dead,2010,2014,4,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,4,Breast,White,Female,Dead,2010,2013,3,Dead +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,42,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,48,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,10,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +36,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2013,3,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +38,0,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +44,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,3,Breast,White,Female,Dead,2010,2012,2,Dead +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +31,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,6,Breast,White,Female,Dead,2010,2012,2,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,34,Positive,14,Alive,Black,Female,Alive,2010,2016,6,Alive +63,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,27,Breast,White,Female,Dead,2010,2012,2,Dead +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +67,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +47,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,95,Negative,10,Breast,White,Female,Dead,2010,2014,4,Dead +62,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,10,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,77,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +57,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,2,Lung and Bronchus,White,Female,Dead,2010,2011,1,Dead +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Positive,95,Breast,White,Female,Dead,2010,2011,1,Dead +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +39,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2010,2013,3,Dead +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,994,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +47,1,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Positive,Negative,18,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Borderline,0,Diseases of Heart,White,Male,Dead,2010,2011,1,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,22,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,6,Breast,White,Female,Dead,2010,2012,2,Dead +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,10,Unknown,3,Alive,Black,Female,Alive,2010,2016,6,Alive +31,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2010,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +65,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Unknown,95,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,25,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,23,Breast,White,Female,Dead,2010,2010,0,Dead +43,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +73,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Positive,0,Breast,White,Male,Dead,2010,2010,0,Dead +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,18,Breast,White,Female,Dead,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,8,Breast,White,Female,Dead,2010,2011,1,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,2,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,31,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,86,Negative,31,Breast,White,Female,Dead,2010,2012,2,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,3,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,95,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +72,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2010,2010,0,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +35,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Positive,23,Alive,Black,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Pneumonia and Influenza,White,Female,Dead,2010,2011,1,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,97,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,31,Alive,White,Female,Alive,2010,2016,6,Alive +80,15,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,22,Breast,White,Female,Dead,2010,2011,1,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,80,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +28,14,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,25,Breast,White,Female,Dead,2010,2013,3,Dead +60,6,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,36,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +28,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +31,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,9,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,2,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +73,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,4,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Positive,5,Lung and Bronchus,White,Female,Dead,2010,2012,2,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Positive,32,Alive,White,Female,Alive,2010,2016,6,Alive +60,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +65,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +67,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,27,Alive,White,Male,Alive,2010,2016,6,Alive +85,18,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,18,Breast,White,Female,Dead,2010,2016,6,Alive +52,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +92,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Positive,3,Alive,Black,Female,Alive,2010,2016,6,Alive +46,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Lung and Bronchus,White,Female,Dead,2010,2013,3,Dead +62,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +88,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,14,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +43,14,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,22,Breast,White,Female,Dead,2010,2011,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,32,Negative,0,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +49,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,2,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +39,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,23,Breast,White,Female,Dead,2010,2013,3,Dead +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2010,2014,4,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2010,2011,1,Dead +49,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,65,Positive,9,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +59,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +38,26,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Positive,26,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,150,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,10,Breast,White,Female,Dead,2010,2013,3,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,7,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +58,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,65,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +81,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +55,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,992,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,8,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,25,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,30,Breast,White,Female,Dead,2010,2011,1,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +54,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +99,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +48,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,27,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Positive,30,Breast,White,Female,Dead,2010,2013,3,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,5,Breast,White,Female,Dead,2010,2016,6,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,4,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Positive,1,Breast,White,Female,Dead,2010,2014,4,Dead +66,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,73,Negative,20,Breast,White,Female,Dead,2010,2013,3,Dead +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +41,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Borderline,28,Alive,White,Female,Alive,2010,2016,6,Alive +66,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,95,Breast,White,Female,Dead,2010,2015,5,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Borderline,0,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,100,Unknown,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +49,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,State DC not available or state DC available but no COD,Black,Female,Dead,2010,2013,3,Dead +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,14,Breast,White,Female,Dead,2010,2015,5,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,1,Breast,White,Female,Dead,2010,2011,1,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,84,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2011,1,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Positive,Positive,19,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,10,Accidents and Adverse Effects,White,Female,Dead,2010,2014,4,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +54,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,3,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Positive,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2016,6,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,34,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +45,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Borderline,1,Breast,White,Female,Dead,2010,2012,2,Dead +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,1,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Lung and Bronchus,White,Female,Dead,2010,2015,5,Dead +59,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,71,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,0,Lung and Bronchus,White,Female,Dead,2010,2013,3,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2010,2013,3,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +56,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,1,Breast,White,Female,Dead,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,1,Breast,White,Female,Dead,2010,2012,2,Dead +67,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Positive,25,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +52,3,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,13,Breast,White,Female,Dead,2010,2015,5,Dead +48,7,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,35,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,9,Septicemia,White,Female,Dead,2010,2012,2,Dead +36,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,5,Breast,White,Female,Dead,2010,2013,3,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,44,Positive,5,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,4,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +35,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,14,Breast,White,Female,Dead,2010,2014,4,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +34,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2010,2012,2,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,47,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +79,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Breast,White,Female,Dead,2010,2014,4,Dead +53,16,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,1,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +69,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Positive,3,Alive,Black,Female,Alive,2010,2016,6,Alive +66,5,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,999,Unknown,23,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +28,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,13,Breast,White,Female,Dead,2010,2014,4,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +81,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Positive,22,Breast,White,Female,Dead,2010,2012,2,Dead +31,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,14,Breast,White,Female,Dead,2010,2012,2,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Unknown,95,Breast,White,Female,Dead,2010,2011,1,Dead +63,25,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,33,Breast,White,Female,Dead,2010,2013,3,Dead +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Pancreas,White,Female,Dead,2010,2015,5,Dead +45,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,2,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,11,Lung and Bronchus,White,Female,Dead,2010,2015,5,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +64,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,65,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,41,Negative,27,Alive,Black,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +29,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +53,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,39,Negative,17,Breast,White,Female,Dead,2010,2012,2,Dead +69,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,120,Negative,13,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2011,1,Dead +78,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,20,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,28,Breast,White,Female,Dead,2010,2011,1,Dead +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Unknown,0,Breast,White,Female,Dead,2010,2012,2,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,63,Positive,95,Breast,Black,Female,Dead,2010,2012,2,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +74,21,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,34,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Breast,White,Female,Dead,2010,2012,2,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +42,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,16,Breast,White,Female,Dead,2010,2012,2,Dead +38,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +56,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +24,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,54,Negative,13,Breast,White,Female,Dead,2010,2012,2,Dead +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2015,5,Dead +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Breast,White,Female,Dead,2010,2015,5,Dead +36,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Breast,White,Female,Dead,2010,2016,6,Alive +46,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,95,Negative,15,Breast,White,Female,Dead,2010,2015,5,Dead +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +64,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +45,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,23,Positive,95,Breast,White,Female,Dead,2010,2014,4,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,63,Negative,10,Breast,White,Female,Dead,2010,2013,3,Dead +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +89,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,95,Breast,White,Female,Dead,2010,2011,1,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,9,Breast,White,Female,Dead,2010,2015,5,Dead +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +43,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Borderline,14,Breast,White,Female,Dead,2010,2014,4,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +62,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,80,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Refused (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Positive,2,Acute Myeloid Leukemia,White,Female,Dead,2010,2013,3,Dead +63,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,990,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +64,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,48,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,97,Alive,White,Female,Alive,2010,2016,6,Alive +44,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,19,Unknown,0,Breast,White,Female,Dead,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +81,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,120,Unknown,0,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +83,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Pancreas,White,Female,Dead,2010,2012,2,Dead +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +48,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,23,Miscellaneous Malignant Cancer,Black,Female,Dead,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,6,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,3,Beam radiation,Yes,Radiation after surgery,Positive,Negative,5,Negative,1,Lung and Bronchus,White,Female,Dead,2010,2016,6,Alive +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +55,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,42,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,2,Breast,White,Female,Dead,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,Unknown,Female,Alive,2010,2016,6,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,44,Breast,White,Female,Dead,2010,2014,4,Dead +72,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,8,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +45,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,8,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2014,4,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +32,0,2,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +27,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Unknown,990,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Male,Dead,2011,2011,0,Dead +79,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Positive,10,Breast,White,Female,Dead,2011,2011,0,Dead +44,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,57,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,97,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,97,Breast,White,Female,Dead,2010,2016,6,Alive +66,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +55,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +36,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,88,Positive,29,Alive,White,Female,Alive,2011,2016,5,Alive +69,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,10,Alive,White,Male,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,0,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,7,Breast,White,Female,Dead,2011,2013,2,Dead +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,1,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,19,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Male,Alive,2011,2016,5,Alive +62,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +62,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,14,Breast,White,Female,Dead,2011,2014,3,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,4,Diabetes Mellitus,Black,Female,Dead,2011,2016,5,Dead +43,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +28,19,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,29,State DC not available or state DC available but no COD,White,Female,Dead,2011,2015,4,Dead +49,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +79,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +43,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,26,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +42,19,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,130,Negative,19,Breast,White,Female,Dead,2011,2014,3,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,56,Negative,2,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +79,13,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,55,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +36,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +63,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +88,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,1,Breast,Black,Female,Dead,2010,2013,3,Dead +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,5,Breast,White,Female,Dead,2011,2016,5,Dead +79,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,56,Negative,17,Breast,White,Female,Dead,2011,2011,0,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,87,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Male,Alive,2011,2016,5,Alive +51,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +34,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,110,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,97,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,55,Negative,97,Breast,White,Female,Dead,2011,2013,2,Dead +89,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,26,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,96,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,19,Breast,White,Female,Dead,2011,2014,3,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,9,Alive,White,Male,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +70,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +84,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +36,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +40,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,15,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2016,5,Dead +38,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +55,20,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,994,Negative,0,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,100,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +80,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +46,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,77,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,42,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Accidents and Adverse Effects,White,Female,Dead,2011,2014,3,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +51,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,999,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +73,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,96,Negative,95,Accidents and Adverse Effects,White,Female,Dead,2011,2016,5,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,19,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Diabetes Mellitus,White,Female,Dead,2011,2013,2,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +89,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,1,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +34,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,0,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Diabetes Mellitus,White,Female,Dead,2011,2012,1,Dead +53,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,46,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,8,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +31,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,14,Breast,White,Female,Dead,2011,2015,4,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,48,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,4,Breast,White,Female,Dead,2011,2015,4,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +48,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2010,2014,4,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +42,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,7,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,33,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,90,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +27,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +49,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +29,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,97,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,5,Pancreas,White,Female,Dead,2011,2015,4,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,2,Breast,White,Female,Dead,2011,2011,0,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,27,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,13,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,1,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +29,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +66,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2011,2016,5,Dead +53,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,106,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,992,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,9,Breast,White,Female,Dead,2011,2014,3,Dead +97,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,0,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,2,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +32,27,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,29,Breast,White,Female,Dead,2011,2013,2,Dead +79,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Breast,White,Female,Dead,2011,2013,2,Dead +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2011,2015,4,Dead +62,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,4,Breast,White,Female,Dead,2011,2013,2,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +48,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,65,Negative,3,Breast,White,Female,Dead,2011,2013,2,Dead +52,2,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,999,Negative,2,Brain and Other Nervous System,White,Female,Dead,2011,2014,3,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +90,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,14,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,7,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,55,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,5,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +67,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,27,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,57,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +27,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +28,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,59,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,4,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2012,1,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Positive,6,Breast,White,Female,Dead,2010,2013,3,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,13,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2014,3,Dead +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Negative,2,Urinary Bladder,White,Female,Dead,2011,2011,0,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,92,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,39,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +67,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,61,Unknown,0,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,2,Lung and Bronchus,White,Female,Dead,2011,2016,5,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +38,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Breast,White,Female,Dead,2011,2011,0,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,0,Diseases of Heart,White,Male,Dead,2011,2014,3,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +38,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,58,Negative,12,Diseases of Heart,Black,Female,Dead,2011,2014,3,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +43,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,170,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Positive,20,Breast,White,Female,Dead,2011,2013,2,Dead +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +89,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,159,Positive,2,Accidents and Adverse Effects,White,Female,Dead,2011,2013,2,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Unknown,1,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +30,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,62,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,53,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,6,Hypertension without Heart Disease,White,Female,Dead,2011,2016,5,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,52,Unknown,0,Breast,White,Female,Dead,2011,2016,5,Dead +70,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,75,Negative,29,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +85,15,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,57,Negative,18,Breast,White,Female,Dead,2011,2013,2,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +61,21,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,57,Negative,25,Breast,White,Female,Dead,2011,2013,2,Dead +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +29,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,2,Breast,Black,Female,Dead,2011,2014,3,Dead +68,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,9,Breast,White,Female,Dead,2011,2012,1,Dead +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2013,2,Dead +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +35,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +45,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,990,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +39,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,23,Breast,White,Female,Dead,2011,2013,2,Dead +60,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +79,17,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,17,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,12,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,65,Positive,21,Breast,White,Female,Dead,2014,2015,1,Dead +42,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2012,1,Dead +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,84,Positive,7,Breast,Black,Female,Dead,2011,2014,3,Dead +40,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +45,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +35,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +83,13,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,54,Negative,14,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +46,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +38,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,12,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,48,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +72,18,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,63,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +33,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +62,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,9,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +65,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2011,2015,4,Dead +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,33,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +52,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +72,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +32,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,Black,Female,Dead,2011,2014,3,Dead +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +48,95,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,2,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,30,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,Unknown,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,25,Alive,Black,Female,Alive,2011,2016,5,Alive +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,95,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2013,2,Dead +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,49,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,3,Soft Tissue including Heart,White,Female,Dead,2011,2013,2,Dead +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,42,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +45,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,38,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Breast,White,Female,Dead,2011,2012,1,Dead +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +46,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,44,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +74,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,75,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,32,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Liver,White,Female,Dead,2011,2015,4,Dead +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,14,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +37,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Unknown,48,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2015,4,Dead +35,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,95,Breast,White,Female,Dead,2011,2011,0,Dead +79,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,5,Alive,White,Male,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +40,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,5,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +69,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,95,Breast,White,Female,Dead,2011,2016,5,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,26,Negative,2,Breast,White,Female,Dead,2011,2013,2,Dead +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,12,Breast,White,Female,Dead,2011,2015,4,Dead +59,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2011,2011,0,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,27,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +46,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,16,Breast,Black,Female,Dead,2011,2013,2,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +40,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +38,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Positive,23,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +53,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Negative,16,Breast,White,Female,Dead,2011,2014,3,Dead +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,29,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +33,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,97,Negative,15,Breast,White,Female,Dead,2011,2012,1,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,990,Unknown,1,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +54,0,1,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,18,Breast,White,Female,Dead,2010,2015,5,Dead +68,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,0,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +50,95,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,120,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +90,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,95,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Positive,4,Breast,White,Female,Dead,2011,2013,2,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,31,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Lung and Bronchus,White,Female,Dead,2011,2014,3,Dead +76,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,72,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,78,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,0,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Breast,White,Female,Dead,2011,2012,1,Dead +60,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,72,Negative,14,Breast,Black,Female,Dead,2011,2011,0,Dead +70,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,2,Breast,White,Female,Dead,2011,2015,4,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,7,Breast,White,Female,Dead,2011,2014,3,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Male,Alive,2011,2016,5,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +33,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,41,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Unknown,13,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,992,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,57,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,19,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,19,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +48,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,9,Breast,Black,Female,Dead,2011,2016,5,Dead +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Unknown,Unknown,1,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,8,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,16,Breast,White,Female,Dead,2011,2016,5,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +91,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,0,Stomach,Black,Female,Dead,2011,2016,5,Dead +74,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +61,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +84,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,46,Negative,19,Breast,White,Female,Dead,2011,2013,2,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,2,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,40,Negative,23,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,38,Positive,5,Breast,White,Female,Dead,2011,2016,5,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,5,Negative,19,Breast,Black,Female,Dead,2011,2015,4,Dead +46,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,36,Negative,16,Breast,White,Female,Dead,2011,2014,3,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,15,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,9,Breast,White,Female,Dead,2011,2016,5,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,2,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +66,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,31,Breast,White,Female,Dead,2011,2013,2,Dead +71,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,87,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +88,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,95,Breast,White,Female,Dead,2011,2011,0,Dead +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +37,9,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Male,Dead,2011,2013,2,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Negative,0,Septicemia,White,Female,Dead,2011,2011,0,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,60,Negative,1,Breast,White,Female,Dead,2011,2012,1,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,Unknown,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2012,1,Dead +51,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +82,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,104,Borderline,95,Breast,White,Female,Dead,2011,2014,3,Dead +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,95,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,55,Negative,11,Breast,White,Female,Dead,2011,2013,2,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,25,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +80,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,84,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,13,Brain and Other Nervous System,White,Female,Dead,2011,2013,2,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +56,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,26,Breast,White,Male,Dead,2011,2015,4,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +33,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +53,35,4,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Positive,37,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Diabetes Mellitus,White,Female,Dead,2011,2013,2,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +29,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +65,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +41,95,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +71,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,18,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,40,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,5,Breast,White,Female,Dead,2011,2013,2,Dead +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,3,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,1,Soft Tissue including Heart,White,Female,Dead,2011,2013,2,Dead +64,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,994,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +47,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +43,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,995,Negative,28,Breast,White,Female,Dead,2011,2012,1,Dead +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +57,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +32,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,5,Breast,Black,Female,Dead,2011,2015,4,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,8,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,1,Breast,White,Female,Dead,2011,2012,1,Dead +44,1,2,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,15,Breast,White,Female,Dead,2011,2013,2,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +33,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,3,Breast,White,Female,Dead,2011,2013,2,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,35,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +47,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2016,5,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,2,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2011,2013,2,Dead +81,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2015,4,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,8,Breast,White,Female,Dead,2011,2016,5,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +71,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +39,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,110,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,66,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,999,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,17,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +49,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +86,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,17,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,2,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +43,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,12,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +46,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,0,Breast,White,Female,Dead,2011,2013,2,Dead +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,3,Breast,White,Female,Dead,2011,2015,4,Dead +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,41,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,4,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,55,Negative,22,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +25,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +53,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +49,19,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2015,4,Dead +45,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +35,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,36,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,105,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,52,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2011,2011,0,Dead +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Aortic Aneurysm and Dissection,White,Female,Dead,2011,2011,0,Dead +88,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +51,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,20,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2012,1,Dead +62,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +60,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,20,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Positive,9,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +73,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +28,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +54,18,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,86,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2016,5,Dead +94,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2011,2013,2,Dead +41,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,38,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +64,99,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2015,4,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,100,Negative,3,Breast,White,Female,Dead,2011,2013,2,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,47,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +47,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2012,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Diseases of Heart,Black,Female,Dead,2011,2014,3,Dead +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +69,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,96,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,2,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,145,Negative,1,Breast,White,Female,Dead,2011,2011,0,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,21,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Borderline,0,Breast,White,Female,Dead,2011,2012,1,Dead +40,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,992,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,24,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,8,Cerebrovascular Diseases,White,Female,Dead,2011,2014,3,Dead +62,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,19,Breast,White,Female,Dead,2011,2016,5,Dead +74,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,29,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,23,Negative,2,Breast,White,Female,Dead,2011,2013,2,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +58,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +38,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,42,Borderline,9,Breast,White,Female,Dead,2011,2016,5,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,Black,Female,Dead,2011,2011,0,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,991,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +37,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,12,Breast,White,Female,Dead,2011,2013,2,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +84,14,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,84,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2011,2014,3,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,5,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +99,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,14,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,80,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,31,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,62,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +71,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +50,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,34,Negative,28,Alive,Black,Male,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,33,Breast,White,Female,Dead,2011,2015,4,Dead +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,3,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,13,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,93,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,58,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +67,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +36,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Negative,999,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,12,Accidents and Adverse Effects,White,Female,Dead,2011,2015,4,Dead +46,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +50,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,59,Unknown,0,State DC not available or state DC available but no COD,White,Female,Dead,2011,2014,3,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,18,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +88,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Liver,White,Female,Dead,2011,2015,4,Dead +66,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,8,Breast,White,Female,Dead,2011,2016,5,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Diabetes Mellitus,White,Female,Dead,2011,2015,4,Dead +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,1,Breast,White,Female,Dead,2011,2012,1,Dead +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +66,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,95,Breast,White,Female,Dead,2011,2015,4,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,41,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,72,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +46,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +41,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,62,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +33,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +33,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,2,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,21,Alive,White,Female,Alive,2011,2016,5,Alive +86,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +31,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,95,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,107,Positive,95,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +77,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,2,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Positive,15,Breast,White,Female,Dead,2011,2016,5,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,25,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +51,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,3,Alive,White,Male,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Diabetes Mellitus,White,Female,Dead,2011,2016,5,Dead +67,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,4,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,26,Positive,30,Breast,White,Female,Dead,2011,2015,4,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +76,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,16,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +29,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +88,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,4,Breast,White,Female,Dead,2011,2016,5,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,95,Breast,White,Female,Dead,2011,2016,5,Dead +65,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Borderline,95,Breast,White,Female,Dead,2011,2016,5,Dead +33,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,18,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +71,2,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,50,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Unknown,0,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2011,2011,0,Dead +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +39,8,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,110,Negative,11,Breast,White,Female,Dead,2011,2015,4,Dead +87,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,8,Diabetes Mellitus,White,Female,Dead,2011,2014,3,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +36,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,10,Breast,White,Female,Dead,2011,2014,3,Dead +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +79,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,95,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,55,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,55,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,95,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,24,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +52,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Positive,23,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Positive,21,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +32,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,42,Negative,3,Breast,White,Female,Dead,2011,2015,4,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,40,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +71,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,55,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Male,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Male,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +65,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,13,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,2,Breast,Black,Female,Dead,2011,2011,0,Dead +46,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,75,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,7,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,54,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,32,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Congenital Anomalies,White,Female,Dead,2011,2015,4,Dead +65,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,25,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,86,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +35,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,73,Negative,14,Breast,White,Female,Dead,2011,2013,2,Dead +77,4,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,30,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,131,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2013,2,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Pneumonia and Influenza,White,Female,Dead,2011,2012,1,Dead +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,2,Vulva,White,Female,Dead,2011,2016,5,Dead +87,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,95,Breast,White,Female,Dead,2011,2011,0,Dead +52,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +54,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +71,3,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,2,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2011,0,Dead +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +85,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,3,Diabetes Mellitus,White,Female,Dead,2011,2014,3,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +32,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,14,Breast,White,Female,Dead,2011,2016,5,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,27,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,4,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diabetes Mellitus,White,Female,Dead,2011,2011,0,Dead +56,6,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,6,Breast,White,Female,Dead,2011,2015,4,Dead +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,0,Lung and Bronchus,White,Female,Dead,2011,2014,3,Dead +36,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Acute Myeloid Leukemia,White,Female,Dead,2011,2015,4,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +32,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,5,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,1,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +42,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,4,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +77,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Positive,7,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2014,3,Dead +30,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2011,2014,3,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,5,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,27,Alive,Unknown,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,76,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +62,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Borderline,95,State DC not available or state DC available but no COD,Black,Female,Dead,2011,2014,3,Dead +80,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +84,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +52,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,26,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,27,Breast,White,Female,Dead,2011,2013,2,Dead +53,0,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Positive,Positive,19,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Borderline,98,Alive,White,Female,Alive,2011,2016,5,Alive +39,95,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2014,3,Dead +65,1,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,5,Breast,White,Female,Dead,2011,2014,3,Dead +63,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +55,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2011,2015,4,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,4,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,992,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,15,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,22,Breast,White,Female,Dead,2011,2015,4,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,95,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,43,Positive,0,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +87,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +47,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,6,2,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,95,Alive,White,Female,Alive,2011,2016,5,Alive +68,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Positive,95,Acute Myeloid Leukemia,White,Female,Dead,2011,2012,1,Dead +61,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,1,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +32,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,55,Negative,5,Breast,White,Female,Dead,2011,2014,3,Dead +75,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2011,2012,1,Dead +70,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,5,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Positive,0,Intrahepatic Bile Duct,White,Female,Dead,2011,2015,4,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +70,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,95,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,1,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +33,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2014,3,Dead +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,46,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,2,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +54,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,4,Acute Myeloid Leukemia,White,Female,Dead,2011,2015,4,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,6,Breast,White,Female,Dead,2011,2013,2,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,46,Negative,2,Breast,White,Female,Dead,2011,2015,4,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +39,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,16,Breast,White,Female,Dead,2011,2014,3,Dead +43,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +56,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,73,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +41,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,95,Breast,White,Female,Dead,2011,2015,4,Dead +52,21,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,80,Negative,26,Breast,White,Female,Dead,2011,2012,1,Dead +56,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,Unknown,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,12,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Positive,3,Breast,White,Female,Dead,2011,2016,5,Dead +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2011,2016,5,Dead +72,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +63,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,58,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,1,Breast,White,Female,Dead,2011,2012,1,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,98,Negative,20,Alive,Unknown,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,42,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,2,Breast,White,Female,Dead,2011,2014,3,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,19,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +61,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +61,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,33,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +65,2,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +31,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,21,Breast,White,Female,Dead,2011,2013,2,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,40,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,80,Negative,4,Breast,White,Female,Dead,2011,2013,2,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,89,Negative,16,Breast,White,Female,Dead,2011,2014,3,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +43,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Positive,6,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,75,Negative,7,Breast,White,Female,Dead,2011,2015,4,Dead +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,6,Breast,White,Female,Dead,2011,2013,2,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +35,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,30,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,1,Breast,White,Female,Dead,2011,2012,1,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +77,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,27,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +71,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Positive,22,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +60,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,54,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +71,95,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,57,Negative,95,Breast,White,Female,Dead,2011,2011,0,Dead +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Diabetes Mellitus,White,Female,Dead,2011,2016,5,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,9,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +70,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Borderline,15,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,2,Pancreas,White,Female,Dead,2011,2016,5,Dead +69,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +52,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,999,Negative,0,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +73,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,992,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +50,13,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,62,Positive,23,Alive,White,Female,Alive,2011,2016,5,Alive +82,3,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,3,Lung and Bronchus,White,Female,Dead,2011,2015,4,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,3,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,24,Breast,White,Female,Dead,2011,2015,4,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,5,Breast,White,Female,Dead,2011,2016,5,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,39,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,140,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,39,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,46,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,9,Breast,White,Female,Dead,2011,2016,5,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,5,Breast,White,Female,Dead,2011,2014,3,Dead +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +65,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +33,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,62,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +62,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +61,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +58,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Negative,17,Breast,White,Female,Dead,2011,2014,3,Dead +46,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Lung and Bronchus,White,Female,Dead,2011,2015,4,Dead +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,28,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,47,Negative,0,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,5,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +71,29,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,30,Breast,White,Female,Dead,2011,2013,2,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,0,Breast,White,Female,Dead,2011,2013,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +89,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +40,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +46,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +54,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2013,2,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,1,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +63,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,95,Negative,95,Breast,Black,Female,Dead,2011,2013,2,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Alive,White,Male,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +72,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,120,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +74,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +78,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,16,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2011,2013,2,Dead +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Male,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,56,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2011,2015,4,Dead +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,State DC not available or state DC available but no COD,White,Female,Dead,2011,2014,3,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +34,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,95,Breast,White,Female,Dead,2011,2016,5,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,1,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +81,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Positive,1,Alive,Unknown,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,54,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,2,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,11,Cerebrovascular Diseases,White,Female,Dead,2011,2014,3,Dead +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +31,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,27,Negative,33,Breast,White,Female,Dead,2010,2014,4,Dead +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +43,95,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,95,Breast,White,Female,Dead,2011,2015,4,Dead +76,29,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,57,Negative,33,Breast,White,Female,Dead,2011,2013,2,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +40,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,1,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +66,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,55,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +69,95,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,95,Breast,Black,Female,Dead,2011,2012,1,Dead +60,20,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Positive,21,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,14,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,77,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +52,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,95,Breast,White,Female,Dead,2011,2015,4,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,69,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +58,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,62,Negative,14,Breast,White,Female,Dead,2011,2015,4,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Pancreas,White,Female,Dead,2011,2015,4,Dead +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +61,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,17,Negative,1,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,4,Breast,White,Female,Dead,2011,2014,3,Dead +79,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,1,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,135,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,4,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Lung and Bronchus,White,Female,Dead,2011,2015,4,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,36,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,11,Breast,White,Female,Dead,2011,2013,2,Dead +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,43,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +58,3,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,2,Breast,White,Female,Dead,2011,2016,5,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,9,Alive,White,Male,Alive,2011,2016,5,Alive +54,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,8,Breast,White,Female,Dead,2011,2013,2,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +63,2,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,5,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,58,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Alive,Black,Female,Alive,2011,2016,5,Alive +46,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +29,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +46,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,61,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +50,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +41,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +73,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2011,2013,2,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,16,Breast,White,Female,Dead,2011,2014,3,Dead +45,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,10,Breast,White,Female,Dead,2011,2015,4,Dead +79,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,38,Positive,22,Breast,White,Female,Dead,2011,2015,4,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Suicide and Self-Inflicted Injury,White,Female,Dead,2011,2014,3,Dead +77,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Pancreas,White,Female,Dead,2011,2016,5,Dead +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Positive,1,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +37,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,22,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,3,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +39,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,95,Breast,White,Female,Dead,2011,2014,3,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +34,0,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,19,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,29,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,190,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,992,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,24,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +67,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +64,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,5,Urinary Bladder,White,Female,Dead,2011,2015,4,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +73,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,3,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,30,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +57,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,23,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +89,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Unknown,1,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Male,Alive,2011,2016,5,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Unknown,990,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,3,Breast,White,Female,Dead,2011,2014,3,Dead +35,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,12,Breast,White,Female,Dead,2011,2015,4,Dead +65,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,24,Breast,White,Female,Dead,2011,2013,2,Dead +50,95,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,67,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,94,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Borderline,16,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Liver,White,Female,Dead,2011,2015,4,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,3,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2011,2015,4,Dead +43,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Borderline,14,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,3,Breast,White,Female,Dead,2012,2014,2,Dead +48,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2011,2015,4,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,9,State DC not available or state DC available but no COD,White,Female,Dead,2010,2011,1,Dead +82,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,26,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,23,Positive,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +40,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,13,Breast,White,Female,Dead,2012,2015,3,Dead +89,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,95,Breast,White,Female,Dead,2011,2013,2,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,26,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +86,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,0,Breast,Black,Female,Dead,2012,2013,1,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +33,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,2,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +51,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,6,Breast,White,Female,Dead,2011,2016,5,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +72,2,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,5,Breast,White,Female,Dead,2012,2015,3,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +90,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,2,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +91,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Stomach,White,Female,Dead,2012,2014,2,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +84,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,2,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2012,2015,3,Dead +79,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,56,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +66,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,5,Esophagus,White,Female,Dead,2012,2016,4,Dead +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +89,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2015,3,Dead +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Breast,White,Female,Dead,2012,2015,3,Dead +92,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,14,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +81,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +62,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Lung and Bronchus,White,Female,Dead,2012,2016,4,Dead +53,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Positive,95,Ovary,White,Female,Dead,2012,2014,2,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +39,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,52,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Positive,3,Breast,White,Female,Dead,2012,2015,3,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,130,Negative,0,Breast,Black,Female,Dead,2012,2015,3,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,5,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +50,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,48,Negative,7,Lung and Bronchus,White,Female,Dead,2012,2016,4,Dead +49,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,62,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +78,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,8,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2012,2012,0,Dead +86,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,39,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +91,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,0,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,1,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +83,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,0,Colon excluding Rectum,White,Female,Dead,2012,2015,3,Dead +66,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +85,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,8,Breast,White,Female,Dead,2011,2012,1,Dead +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,14,Breast,White,Female,Dead,2011,2014,3,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +61,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,95,Breast,White,Female,Dead,2012,2012,0,Dead +89,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +71,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,95,Breast,White,Female,Dead,2012,2012,0,Dead +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,4,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +76,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,11,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +59,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Negative,16,Breast,Black,Female,Dead,2012,2016,4,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,26,Unknown,0,Aortic Aneurysm and Dissection,White,Female,Dead,2012,2012,0,Dead +54,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,21,Septicemia,White,Female,Dead,2012,2016,4,Dead +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Unknown,7,Unknown,4,Lung and Bronchus,White,Female,Dead,2012,2014,2,Dead +53,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2013,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +89,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,5,Hypertension without Heart Disease,White,Female,Dead,2011,2013,2,Dead +36,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,16,Breast,White,Female,Dead,2012,2014,2,Dead +81,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,73,Negative,95,Breast,White,Female,Dead,2012,2016,4,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +88,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +65,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,16,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +86,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Lung and Bronchus,White,Female,Dead,2012,2015,3,Dead +53,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,42,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +89,6,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,6,Breast,Black,Female,Dead,2012,2013,1,Dead +88,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2012,2012,0,Dead +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Positive,2,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +54,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,26,Breast,White,Female,Dead,2012,2013,1,Dead +63,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,16,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +44,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,76,Negative,95,Breast,White,Female,Dead,2012,2016,4,Dead +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,997,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2013,1,Dead +47,18,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,18,Breast,White,Female,Dead,2012,2015,3,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,2,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +84,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,15,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,0,Breast,White,Female,Dead,2012,2016,4,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Breast,White,Female,Dead,2012,2014,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,62,Negative,0,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +74,11,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,17,Breast,White,Female,Dead,2012,2013,1,Dead +67,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +89,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2016,4,Dead +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +69,95,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,4,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +75,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,25,Pneumonia and Influenza,Black,Female,Dead,2012,2012,0,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Breast,Black,Female,Dead,2012,2015,3,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,2,Breast,White,Female,Dead,2012,2016,4,Dead +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,6,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +76,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,22,Breast,White,Female,Dead,2012,2014,2,Dead +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2015,3,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +85,7,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,70,Negative,21,Breast,White,Female,Dead,2012,2014,2,Dead +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,81,Negative,10,Breast,White,Female,Dead,2011,2016,5,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +69,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Positive,19,Breast,White,Female,Dead,2012,2015,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +51,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +88,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Melanoma of the Skin,White,Female,Dead,2012,2014,2,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,6,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +56,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,20,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Positive,0,Pneumonia and Influenza,White,Female,Dead,2012,2013,1,Dead +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,130,Positive,0,Breast,White,Female,Dead,2012,2016,4,Dead +48,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +77,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,30,Breast,White,Female,Dead,2012,2015,3,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +84,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +73,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,1,Diabetes Mellitus,White,Female,Dead,2012,2015,3,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Breast,White,Female,Dead,2012,2012,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,0,Breast,Black,Female,Dead,2012,2015,3,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,2,Diabetes Mellitus,Black,Female,Dead,2012,2016,4,Dead +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,1,Pancreas,White,Female,Dead,2012,2016,4,Dead +50,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,114,Negative,95,Breast,White,Female,Dead,2012,2012,0,Dead +39,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,20,Breast,White,Female,Dead,2012,2013,1,Dead +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,1,State DC not available or state DC available but no COD,White,Female,Dead,2012,2016,4,Dead +84,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,2,Breast,White,Female,Dead,2012,2013,1,Dead +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,3,Lung and Bronchus,White,Female,Dead,2012,2015,3,Dead +68,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,115,Negative,9,Breast,White,Female,Dead,2012,2013,1,Dead +55,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,16,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +55,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2012,2013,1,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,29,Negative,5,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Acute Monocytic Leukemia,White,Female,Dead,2012,2016,4,Dead +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +63,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,2,Acute Myeloid Leukemia,White,Female,Dead,2012,2015,3,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,2,Breast,White,Female,Dead,2012,2012,0,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,3,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2015,3,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2013,1,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,18,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2012,2014,2,Dead +86,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2015,3,Dead +72,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,80,Negative,20,Breast,White,Female,Dead,2012,2014,2,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Positive,5,Breast,White,Female,Dead,2012,2015,3,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,92,Negative,14,Breast,White,Female,Dead,2012,2014,2,Dead +45,17,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,17,Breast,White,Female,Dead,2012,2013,1,Dead +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,86,Negative,5,Breast,Black,Female,Dead,2012,2013,1,Dead +68,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,54,Unknown,0,Breast,White,Female,Dead,2012,2014,2,Dead +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,10,Septicemia,White,Female,Dead,2012,2015,3,Dead +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,86,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +44,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,10,State DC not available or state DC available but no COD,White,Female,Dead,2012,2015,3,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,65,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +32,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Positive,4,Breast,White,Female,Dead,2012,2015,3,Dead +57,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,1,Breast,White,Female,Dead,2012,2016,4,Dead +98,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Negative,23,Cerebrovascular Diseases,Black,Female,Dead,2012,2012,0,Dead +76,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Colon excluding Rectum,White,Female,Dead,2012,2013,1,Dead +66,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Melanoma of the Skin,White,Female,Dead,2012,2013,1,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2013,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2014,2,Dead +94,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,19,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2016,4,Dead +40,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,0,Unknown,95,Breast,White,Female,Dead,2012,2016,4,Dead +48,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Positive,18,Breast,White,Female,Dead,2012,2014,2,Dead +80,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,51,Negative,11,Breast,White,Female,Dead,2012,2015,3,Dead +80,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,53,Positive,0,Diabetes Mellitus,White,Female,Dead,2012,2014,2,Dead +67,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,33,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,15,Breast,Black,Female,Dead,2012,2016,4,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Unknown,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +86,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,4,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,4,Lung and Bronchus,White,Female,Dead,2012,2015,3,Dead +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +85,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +99,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +87,18,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,18,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2015,3,Dead +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,8,Breast,White,Female,Dead,2012,2015,3,Dead +76,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +87,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,0,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +74,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Breast,White,Female,Dead,2012,2014,2,Dead +79,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,2,Breast,White,Female,Dead,2012,2016,4,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +88,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +79,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,37,Positive,0,Breast,White,Female,Dead,2012,2016,4,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +54,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,123,Negative,95,Breast,Black,Female,Dead,2012,2012,0,Dead +89,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,1,Breast,White,Female,Dead,2012,2016,4,Dead +49,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,15,Breast,White,Female,Dead,2012,2015,3,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,11,Lung and Bronchus,White,Female,Dead,2012,2013,1,Dead +68,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,82,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,1,Breast,White,Female,Dead,2015,2015,0,Dead +92,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Borderline,0,Septicemia,Black,Female,Dead,2011,2014,3,Dead +42,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,140,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +79,8,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,13,Breast,White,Female,Dead,2012,2013,1,Dead +88,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,16,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2014,2,Dead +85,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,14,Breast,White,Female,Dead,2012,2015,3,Dead +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Breast,White,Female,Dead,2012,2016,4,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +86,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,20,Breast,White,Female,Dead,2012,2015,3,Dead +96,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +59,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,8,Breast,White,Female,Dead,2012,2015,3,Dead +88,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +51,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Brain and Other Nervous System,White,Female,Dead,2012,2014,2,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,34,Positive,95,Diabetes Mellitus,White,Female,Dead,2012,2012,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,4,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,42,Negative,1,Breast,White,Female,Dead,2012,2013,1,Dead +81,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,0,Diabetes Mellitus,White,Female,Dead,2012,2016,4,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,5,Breast,White,Female,Dead,2012,2016,4,Dead +86,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2012,2013,1,Dead +75,3,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,6,Breast,White,Male,Dead,2012,2014,2,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,2,Breast,White,Female,Dead,2012,2013,1,Dead +83,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +87,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,61,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +79,95,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2012,2012,0,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +82,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +61,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Stomach and Duodenal Ulcers,White,Female,Dead,2012,2014,2,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Breast,White,Female,Dead,2012,2015,3,Dead +53,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2012,2014,2,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +62,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,42,Negative,10,Breast,White,Female,Dead,2012,2016,4,Dead +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,1,Breast,White,Female,Dead,2012,2015,3,Dead +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Cerebrovascular Diseases,White,Female,Dead,2012,2015,3,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +89,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Breast,White,Female,Dead,2011,2014,3,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +46,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,18,Breast,White,Female,Dead,2012,2016,4,Dead +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2011,1,Dead +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +34,97,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,53,Negative,5,Accidents and Adverse Effects,Black,Female,Dead,2012,2014,2,Dead +38,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,14,Breast,White,Female,Dead,2012,2013,1,Dead +73,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,59,Positive,5,Breast,White,Female,Dead,2012,2014,2,Dead +57,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,27,Breast,White,Female,Dead,2012,2014,2,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +88,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +43,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +93,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,3,Breast,White,Female,Dead,2012,2015,3,Dead +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Breast,White,Female,Dead,2012,2015,3,Dead +61,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,80,Unknown,95,Septicemia,Black,Female,Dead,2012,2014,2,Dead +42,9,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,10,Breast,White,Female,Dead,2012,2014,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +42,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,90,Positive,10,Breast,White,Female,Dead,2012,2014,2,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Aortic Aneurysm and Dissection,White,Female,Dead,2012,2016,4,Dead +56,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,64,Negative,5,Breast,White,Female,Dead,2012,2015,3,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2012,2013,1,Dead +69,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,6,Breast,White,Female,Dead,2012,2014,2,Dead +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Kidney and Renal Pelvis,White,Female,Dead,2012,2014,2,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,4,Breast,White,Female,Dead,2012,2014,2,Dead +73,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,12,Breast,White,Female,Dead,2012,2013,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2012,0,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,9,Breast,White,Female,Dead,2012,2013,1,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,3,State DC not available or state DC available but no COD,White,Female,Dead,2012,2016,4,Dead +75,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Unknown,95,Breast,White,Female,Dead,2012,2012,0,Dead +65,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,130,Negative,95,Breast,White,Female,Dead,2012,2016,4,Dead +53,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,28,Breast,White,Female,Dead,2012,2013,1,Dead +58,23,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,26,Breast,White,Female,Dead,2012,2013,1,Dead +61,0,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +52,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,0,Positive,0,Intrahepatic Bile Duct,White,Female,Dead,2012,2015,3,Dead +49,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,30,Negative,95,Breast,White,Female,Dead,2012,2016,4,Dead +76,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +91,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,43,Negative,18,Breast,White,Female,Dead,2012,2014,2,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +86,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,3,Breast,White,Female,Dead,2012,2014,2,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Positive,3,Breast,White,Female,Dead,2012,2015,3,Dead +54,98,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2012,2013,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +78,3,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,10,Breast,White,Female,Dead,2012,2015,3,Dead +56,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,13,Suicide and Self-Inflicted Injury,White,Female,Dead,2012,2015,3,Dead +68,95,3,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,12,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,2,Breast,White,Female,Dead,2012,2015,3,Dead +59,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,6,Breast,White,Female,Dead,2012,2013,1,Dead +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2016,4,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diabetes Mellitus,White,Female,Dead,2012,2014,2,Dead +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Ovary,White,Female,Dead,2012,2015,3,Dead +77,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,35,Negative,2,Pancreas,White,Female,Dead,2012,2014,2,Dead +59,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Pneumonia and Influenza,White,Female,Dead,2012,2015,3,Dead +51,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Other Cause of Death,Black,Female,Dead,2012,2014,2,Dead +70,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +49,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,73,Negative,23,Breast,White,Female,Dead,2012,2016,4,Dead +39,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,243,Negative,2,State DC not available or state DC available but no COD,White,Female,Dead,2012,2013,1,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +68,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,20,State DC not available or state DC available but no COD,White,Female,Dead,2012,2016,4,Dead +43,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,78,Positive,95,Breast,White,Female,Dead,2012,2013,1,Dead +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,21,Breast,White,Male,Dead,2012,2016,4,Dead +96,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Diabetes Mellitus,White,Female,Dead,2012,2015,3,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2012,2014,2,Dead +67,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,17,Non-Melanoma Skin,White,Female,Dead,2012,2016,4,Dead +62,0,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,3,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2016,4,Dead +80,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,1,Breast,White,Female,Dead,2012,2014,2,Dead +43,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,53,Negative,21,Breast,White,Female,Dead,2012,2014,2,Dead +46,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Positive,95,Breast,White,Female,Dead,2012,2016,4,Dead +46,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,76,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +90,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Melanoma of the Skin,White,Female,Dead,2012,2014,2,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,1,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,21,Negative,2,Breast,White,Female,Dead,2012,2015,3,Dead +56,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,2,Breast,White,Female,Dead,2012,2015,3,Dead +70,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,108,Negative,0,Septicemia,White,Female,Dead,2012,2013,1,Dead +99,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +69,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,18,Breast,White,Female,Dead,2012,2016,4,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2013,1,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,80,Borderline,0,Cerebrovascular Diseases,White,Female,Dead,2012,2014,2,Dead +77,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Positive,3,Breast,White,Female,Dead,2012,2015,3,Dead +67,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +68,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +46,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Positive,1,Breast,White,Female,Dead,2012,2016,4,Dead +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,6,Ovary,White,Female,Dead,2012,2015,3,Dead +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +53,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,18,Breast,Black,Female,Dead,2012,2014,2,Dead +55,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Corpus Uteri,White,Female,Dead,2012,2013,1,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,999,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Septicemia,White,Female,Dead,2012,2016,4,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +63,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,5,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2012,2016,4,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2013,2,Dead +82,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,12,Breast,White,Female,Dead,2012,2015,3,Dead +56,3,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,3,Breast,White,Female,Dead,2012,2015,3,Dead +72,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,95,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,95,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +64,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2015,3,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,2,Aortic Aneurysm and Dissection,White,Female,Dead,2012,2015,3,Dead +46,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,95,Breast,White,Female,Dead,2012,2013,1,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2012,2015,3,Dead +48,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Breast,White,Female,Dead,2012,2016,4,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +73,48,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,48,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2014,2,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +75,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Cerebrovascular Diseases,White,Female,Dead,2012,2015,3,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,1,Breast,White,Female,Dead,2012,2016,4,Dead +42,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,70,Negative,9,Breast,White,Female,Dead,2012,2015,3,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +91,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +87,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2013,1,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,35,Negative,3,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,0,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +40,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,17,Breast,White,Female,Dead,2013,2016,3,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +39,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Positive,14,Breast,White,Female,Dead,2013,2014,1,Dead +62,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,43,Negative,17,Breast,White,Female,Dead,2013,2014,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +30,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,6,Breast,White,Female,Dead,2012,2015,3,Dead +60,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,26,Negative,95,Breast,Black,Female,Dead,2013,2015,2,Dead +83,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +57,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,110,Negative,17,Breast,White,Female,Dead,2013,2014,1,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +77,17,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,23,Breast,White,Female,Dead,2013,2015,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +67,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,108,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +61,95,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,95,Breast,White,Female,Dead,2013,2016,3,Dead +87,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,13,Pancreas,White,Female,Dead,2013,2015,2,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2014,1,Dead +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,5,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +84,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,5,Breast,White,Female,Dead,2013,2014,1,Dead +96,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Positive,1,Breast,White,Female,Dead,2013,2016,3,Dead +54,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,86,Positive,95,Breast,White,Female,Dead,2013,2016,3,Dead +60,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2013,2015,2,Dead +62,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Positive,95,Breast,White,Female,Dead,2013,2014,1,Dead +51,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +90,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +66,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Breast,White,Female,Dead,2013,2013,0,Dead +35,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,22,Breast,White,Female,Dead,2013,2015,2,Dead +66,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Positive,5,Breast,White,Female,Dead,2013,2014,1,Dead +70,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,4,Breast,White,Female,Dead,2013,2015,2,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,17,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2013,2015,2,Dead +66,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Unknown,95,Breast,White,Female,Dead,2013,2016,3,Dead +38,6,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,10,Breast,White,Female,Dead,2013,2016,3,Dead +80,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Borderline,0,Breast,White,Female,Dead,2013,2015,2,Dead +80,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,105,Positive,3,Breast,White,Female,Dead,2012,2014,2,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,Black,Female,Dead,2013,2015,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,0,Breast,White,Female,Dead,2013,2013,0,Dead +74,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Positive,95,Breast,White,Female,Dead,2013,2013,0,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,220,Negative,0,Breast,Black,Female,Dead,2013,2013,0,Dead +51,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,29,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +73,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,7,Breast,White,Female,Dead,2013,2015,2,Dead +46,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,95,Breast,White,Female,Dead,2013,2013,0,Dead +77,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +79,2,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,5,Atherosclerosis,White,Female,Dead,2013,2014,1,Dead +55,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +44,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,52,Negative,4,Breast,White,Female,Dead,2013,2015,2,Dead +65,6,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,61,Positive,13,Breast,White,Female,Dead,2013,2014,1,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2016,3,Dead +49,2,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,26,Breast,White,Female,Dead,2013,2013,0,Dead +76,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,95,Lung and Bronchus,White,Female,Dead,2013,2014,1,Dead +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2016,3,Dead +64,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Positive,95,Breast,White,Female,Dead,2013,2015,2,Dead +41,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +54,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +49,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,18,Breast,White,Female,Dead,2013,2016,3,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,998,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +47,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,1,Stomach,White,Female,Dead,2013,2016,3,Dead +42,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,66,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +69,28,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,115,Positive,30,Brain and Other Nervous System,White,Female,Dead,2013,2015,2,Dead +88,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,34,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +61,95,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +23,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,1,Breast,White,Female,Dead,2013,2015,2,Dead +85,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Kidney and Renal Pelvis,White,Female,Dead,2013,2015,2,Dead +88,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Breast,White,Female,Dead,2013,2013,0,Dead +50,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,15,Pneumonia and Influenza,White,Female,Dead,2013,2015,2,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Kidney and Renal Pelvis,White,Female,Dead,2013,2015,2,Dead +69,95,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,999,Unknown,95,Breast,White,Female,Dead,2013,2014,1,Dead +55,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,3,Breast,White,Female,Dead,2013,2015,2,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +50,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,78,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +32,98,1,Beam radiation,No/Unknown,Radiation prior to surgery,Unknown,Unknown,30,Unknown,0,Breast,White,Female,Dead,2013,2016,3,Dead +58,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,0,Negative,21,Intrahepatic Bile Duct,White,Female,Dead,2013,2015,2,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +89,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,3,Breast,White,Female,Dead,2013,2014,1,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +39,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,6,Breast,White,Female,Dead,2013,2014,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +82,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Borderline,Borderline,38,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +77,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,5,Breast,White,Female,Dead,2013,2015,2,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +66,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,17,Breast,White,Female,Dead,2013,2014,1,Dead +78,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,95,Breast,Black,Female,Dead,2013,2014,1,Dead +69,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,95,Breast,White,Female,Dead,2013,2015,2,Dead +88,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Pancreas,White,Female,Dead,2013,2016,3,Dead +74,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Cerebrovascular Diseases,Black,Female,Dead,2013,2016,3,Dead +77,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,43,Positive,31,State DC not available or state DC available but no COD,White,Female,Dead,2013,2016,3,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2013,2015,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +36,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,3,Breast,White,Female,Dead,2014,2016,2,Dead +73,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,0,Breast,White,Female,Dead,2013,2016,3,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,0,Breast,White,Female,Dead,2013,2015,2,Dead +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Positive,2,Breast,White,Female,Dead,2013,2015,2,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,5,Diabetes Mellitus,Black,Female,Dead,2013,2016,3,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2013,0,Dead +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,9,Breast,White,Female,Dead,2013,2015,2,Dead +67,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Unknown,110,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +48,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,999,Negative,7,Breast,White,Female,Dead,2013,2016,3,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +72,6,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,9,Breast,White,Female,Dead,2013,2015,2,Dead +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Pneumonia and Influenza,White,Female,Dead,2013,2015,2,Dead +69,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,95,Breast,White,Female,Dead,2013,2013,0,Dead +58,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,6,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +78,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +82,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,28,Unknown,0,Breast,White,Female,Dead,2013,2016,3,Dead +56,95,1,Beam radiation,Yes,Surgery both before and after radiation,Negative,Negative,54,Positive,95,Breast,White,Female,Dead,2013,2015,2,Dead +82,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,125,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +86,18,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,95,Positive,33,Breast,White,Female,Dead,2013,2014,1,Dead +60,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,140,Borderline,0,Breast,White,Female,Dead,2013,2014,1,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +60,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2013,2016,3,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,4,Breast,White,Female,Dead,2013,2016,3,Dead +50,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,95,Negative,10,Breast,Black,Female,Dead,2013,2016,3,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +87,11,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,54,Negative,11,Breast,White,Female,Dead,2013,2014,1,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Breast,White,Female,Dead,2013,2016,3,Dead +52,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,69,Negative,95,Breast,White,Female,Dead,2013,2015,2,Dead +57,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,3,Cerebrovascular Diseases,White,Female,Dead,2013,2015,2,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +71,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,9,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +75,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Positive,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +33,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Breast,White,Female,Dead,2013,2015,2,Dead +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,4,Breast,White,Female,Dead,2013,2016,3,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,46,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +54,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,18,Breast,White,Female,Dead,2013,2015,2,Dead +92,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Positive,1,Breast,White,Female,Dead,2013,2014,1,Dead +72,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,23,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2015,2,Dead +82,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,120,Negative,17,Breast,White,Female,Dead,2013,2014,1,Dead +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +42,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2013,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +52,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,95,Breast,White,Female,Dead,2013,2015,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2013,0,Dead +90,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,5,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +82,25,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,30,Breast,White,Female,Dead,2013,2014,1,Dead +78,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,13,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,2,Diseases of Heart,White,Male,Dead,2013,2014,1,Dead +65,29,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,30,Breast,White,Female,Dead,2013,2015,2,Dead +63,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,64,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +44,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2013,2016,3,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +83,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Negative,5,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2014,1,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2013,2,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +82,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2012,0,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,46,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +69,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,95,Breast,White,Female,Dead,2013,2015,2,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +93,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +49,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,47,Borderline,0,Breast,White,Female,Dead,2013,2014,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Negative,0,Diseases of Heart,White,Male,Dead,2013,2013,0,Dead +64,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Lung and Bronchus,White,Female,Dead,2013,2015,2,Dead +57,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,61,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2016,3,Dead +63,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,135,Negative,95,Breast,Black,Female,Dead,2013,2013,0,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +92,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,95,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2016,3,Dead +52,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,43,Negative,95,Ovary,Black,Female,Dead,2013,2015,2,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2013,2014,1,Dead +85,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,95,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2016,3,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +66,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,9,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Accidents and Adverse Effects,White,Female,Dead,2013,2016,3,Dead +80,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,15,Negative,3,Acute Myeloid Leukemia,White,Female,Dead,2013,2016,3,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,7,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +88,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +50,16,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,17,Breast,White,Female,Dead,2013,2016,3,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Breast,White,Female,Dead,2013,2015,2,Dead +68,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2013,2014,1,Dead +68,9,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Positive,17,Breast,White,Female,Dead,2013,2016,3,Dead +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Positive,19,Accidents and Adverse Effects,White,Female,Dead,2013,2016,3,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,0,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +81,1,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2016,3,Dead +84,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,22,Negative,12,Breast,White,Female,Dead,2013,2015,2,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +48,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,43,Negative,4,Breast,White,Female,Dead,2013,2015,2,Dead +68,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Positive,15,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +67,0,1,Beam radiation,No/Unknown,Radiation before and after surgery,Negative,Negative,10,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2013,2016,3,Dead +80,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +52,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +81,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +78,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,2,Esophagus,White,Female,Dead,2013,2016,3,Dead +76,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Positive,0,Lung and Bronchus,White,Female,Dead,2013,2014,1,Dead +72,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Hypertension without Heart Disease,White,Female,Dead,2013,2016,3,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Hypertension without Heart Disease,White,Female,Dead,2013,2014,1,Dead +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Breast,White,Female,Dead,2013,2015,2,Dead +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,13,Breast,White,Female,Dead,2013,2014,1,Dead +70,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +58,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,0,Negative,10,Breast,White,Female,Dead,2013,2015,2,Dead +84,25,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,25,Breast,White,Female,Dead,2013,2014,1,Dead +59,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,64,Negative,95,Breast,White,Female,Dead,2013,2015,2,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Positive,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +75,13,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,90,Positive,14,Breast,White,Female,Dead,2013,2015,2,Dead +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2016,3,Dead +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +91,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +52,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,6,Breast,White,Female,Dead,2013,2015,2,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,26,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2016,3,Dead +53,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +86,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +78,95,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,26,Negative,95,Breast,White,Female,Dead,2013,2013,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Breast,White,Female,Dead,2013,2016,3,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,3,Positive,17,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,12,Breast,White,Female,Dead,2014,2014,0,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diabetes Mellitus,White,Female,Dead,2014,2014,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,34,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +58,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,19,Breast,White,Female,Dead,2014,2016,2,Dead +76,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,2,Breast,White,Female,Dead,2014,2015,1,Dead +66,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,5,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2014,0,Dead +50,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,6,Breast,White,Female,Dead,2014,2015,1,Dead +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,120,Negative,15,Breast,White,Female,Dead,2014,2014,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +77,18,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,45,Negative,27,Breast,White,Female,Dead,2014,2014,0,Dead +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +55,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,43,Negative,16,Breast,White,Female,Dead,2014,2016,2,Dead +92,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,0,Breast,White,Female,Dead,2013,2015,2,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,15,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2014,0,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +51,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,13,Breast,White,Female,Dead,2014,2015,1,Dead +85,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,95,Breast,White,Female,Dead,2014,2014,0,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2014,2015,1,Dead +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Pancreas,White,Female,Dead,2014,2016,2,Dead +64,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +92,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,91,Negative,95,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,19,Negative,6,Breast,White,Female,Dead,2014,2016,2,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Breast,White,Female,Dead,2014,2014,0,Dead +67,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,995,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,49,Positive,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2015,1,Dead +74,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,95,Other Cause of Death,Black,Female,Dead,2013,2016,3,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,76,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,9,Breast,Black,Female,Dead,2014,2016,2,Dead +47,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,102,Negative,10,Breast,Black,Female,Dead,2014,2014,0,Dead +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,103,Positive,3,Breast,White,Female,Dead,2014,2014,0,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +79,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +84,13,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,13,Breast,White,Female,Dead,2014,2015,1,Dead +77,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,11,Non-Hodgkin Lymphoma,White,Female,Dead,2014,2016,2,Dead +60,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +49,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,9,Diabetes Mellitus,White,Female,Dead,2014,2016,2,Dead +72,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,95,Cerebrovascular Diseases,White,Female,Dead,2014,2014,0,Dead +52,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Breast,Black,Female,Dead,2014,2015,1,Dead +71,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,48,Negative,12,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2014,2014,0,Dead +63,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,13,Breast,Black,Female,Dead,2014,2016,2,Dead +41,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,4,Breast,White,Female,Dead,2014,2015,1,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2015,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +64,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,22,Breast,White,Female,Dead,2014,2016,2,Dead +66,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,95,Breast,White,Female,Dead,2014,2016,2,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2016,3,Dead +87,8,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,11,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Positive,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +53,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,95,Breast,Black,Female,Dead,2014,2014,0,Dead +64,99,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,100,Unknown,99,Breast,White,Female,Dead,2014,2015,1,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +80,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,3,Breast,White,Female,Dead,2014,2014,0,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,3,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,2,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2015,1,Dead +63,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,104,Negative,16,Breast,Black,Female,Dead,2014,2015,1,Dead +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,0,Liver,White,Female,Dead,2014,2014,0,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Breast,White,Male,Dead,2014,2016,2,Dead +81,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,42,Negative,17,Breast,White,Female,Dead,2014,2015,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +77,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,100,Negative,4,Breast,Black,Female,Dead,2014,2015,1,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2014,2014,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +50,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,20,Breast,White,Female,Dead,2014,2015,1,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +77,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,63,Negative,5,Breast,White,Female,Dead,2014,2015,1,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,41,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +53,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,42,Positive,95,Breast,White,Female,Dead,2014,2016,2,Dead +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,2,Breast,White,Female,Dead,2014,2016,2,Dead +84,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,95,Breast,White,Female,Dead,2014,2014,0,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Diseases of Heart,Black,Female,Dead,2014,2015,1,Dead +41,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,95,Breast,White,Female,Dead,2014,2014,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +68,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,9,Corpus Uteri,White,Female,Dead,2014,2016,2,Dead +74,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +54,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Unknown,0,Unknown,95,Breast,White,Female,Dead,2014,2015,1,Dead +88,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,31,Positive,95,Breast,White,Female,Dead,2014,2014,0,Dead +64,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,13,Breast,Black,Female,Dead,2014,2016,2,Dead +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Positive,95,Breast,White,Female,Dead,2014,2016,2,Dead +72,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Intraoperative radiation,Positive,Positive,11,Negative,2,Acute Myeloid Leukemia,White,Female,Dead,2014,2014,0,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Pneumonia and Influenza,White,Female,Dead,2014,2016,2,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Breast,White,Female,Dead,2014,2016,2,Dead +46,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,54,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +73,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,5,Breast,White,Female,Dead,2014,2016,2,Dead +60,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,11,Unknown,95,Breast,White,Female,Dead,2014,2014,0,Dead +84,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,1,Lung and Bronchus,White,Female,Dead,2014,2016,2,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +65,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,53,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,41,Negative,13,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +85,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,52,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +66,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,12,Breast,White,Female,Dead,2014,2016,2,Dead +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,43,Borderline,20,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +45,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,7,Breast,White,Female,Dead,2014,2016,2,Dead +78,4,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,11,Lung and Bronchus,White,Female,Dead,2014,2015,1,Dead +60,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,95,Breast,White,Female,Dead,2014,2014,0,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,96,Negative,14,Breast,White,Female,Dead,2014,2015,1,Dead +45,24,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,27,Breast,White,Female,Dead,2014,2015,1,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +88,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,6,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +56,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,49,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +71,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,61,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,80,Negative,9,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +94,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,95,Breast,White,Female,Dead,2014,2016,2,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +58,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,105,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,3,Breast,Black,Female,Dead,2014,2015,1,Dead +91,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2016,2,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Borderline,0,Breast,White,Female,Dead,2014,2014,0,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Male,Dead,2014,2014,0,Dead +80,17,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Positive,22,Breast,White,Female,Dead,2014,2015,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2014,0,Dead +89,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,17,Breast,White,Female,Dead,2014,2016,2,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +60,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +47,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,95,Breast,White,Male,Dead,2014,2015,1,Dead +74,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,18,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,75,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +47,95,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,998,Unknown,95,Breast,White,Female,Dead,2014,2016,2,Dead +68,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Diabetes Mellitus,White,Female,Dead,2014,2014,0,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Pneumonia and Influenza,White,Female,Dead,2014,2016,2,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Breast,White,Female,Dead,2014,2015,1,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +65,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,19,Breast,White,Female,Dead,2014,2016,2,Dead +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Other Lymphocytic Leukemia,White,Female,Dead,2014,2016,2,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,11,Breast,White,Female,Dead,2014,2014,0,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,65,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +59,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +83,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Unknown,7,Breast,White,Female,Dead,2014,2016,2,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,52,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +45,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,23,Breast,White,Female,Dead,2014,2015,1,Dead +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,45,Negative,5,Breast,White,Female,Dead,2014,2016,2,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2014,0,Dead +61,15,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,16,Pancreas,White,Female,Dead,2014,2015,1,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,200,Negative,9,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,59,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2014,4,Dead +67,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,25,Breast,White,Female,Dead,2014,2015,1,Dead +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,3,Breast,White,Female,Dead,2014,2016,2,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +63,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,3,Breast,White,Female,Dead,2014,2016,2,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +73,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +80,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2016,2,Dead +63,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,18,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Pancreas,White,Female,Dead,2014,2016,2,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +62,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Non-Melanoma Skin,White,Female,Dead,2014,2015,1,Dead +44,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Negative,22,Breast,White,Female,Dead,2014,2016,2,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +81,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,3,Pancreas,White,Female,Dead,2014,2016,2,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Pneumonia and Influenza,White,Female,Dead,2014,2015,1,Dead +64,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,14,Breast,White,Female,Dead,2014,2015,1,Dead +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,2,Diabetes Mellitus,White,Female,Dead,2012,2014,2,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,2,Breast,White,Female,Dead,2014,2016,2,Dead +56,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +48,25,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,26,Breast,White,Female,Dead,2014,2015,1,Dead +82,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Positive,2,Rectum and Rectosigmoid Junction,White,Female,Dead,2014,2015,1,Dead +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +29,97,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,97,Breast,White,Female,Dead,2014,2016,2,Dead +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,61,Negative,18,Breast,White,Female,Dead,2014,2015,1,Dead +91,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,54,Negative,4,Breast,White,Female,Dead,2014,2015,1,Dead +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,6,Breast,Black,Female,Dead,2014,2015,1,Dead +56,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,47,Negative,95,Breast,Black,Female,Dead,2014,2015,1,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2014,2014,0,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +65,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,150,Negative,0,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2016,2,Dead +73,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,95,Breast,White,Female,Dead,2014,2014,0,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,8,Breast,White,Female,Dead,2014,2016,2,Dead +94,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,3,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +68,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,4,Breast,White,Female,Dead,2014,2015,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +79,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Borderline,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +72,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +59,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Unknown,Female,Dead,2014,2014,0,Dead +66,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,38,Negative,17,Pancreas,White,Female,Dead,2014,2016,2,Dead +27,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,22,Breast,White,Female,Dead,2014,2015,1,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2014,2016,2,Dead +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +90,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,1,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2014,2016,2,Dead +32,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,14,Breast,Black,Female,Dead,2014,2016,2,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,210,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +71,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,2,Negative,4,Breast,White,Female,Dead,2014,2016,2,Dead +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,96,Negative,0,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +71,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,3,Breast,White,Female,Dead,2014,2016,2,Dead +95,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,70,Positive,0,Breast,Black,Female,Dead,2014,2015,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,37,Positive,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2016,2,Dead +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Diabetes Mellitus,White,Female,Dead,2014,2014,0,Dead +88,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Borderline,0,Acute Myeloid Leukemia,White,Female,Dead,2015,2016,1,Dead +76,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,11,Breast,White,Female,Dead,2015,2016,1,Dead +68,14,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Positive,33,Breast,White,Female,Dead,2014,2016,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,72,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +43,10,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,11,Breast,White,Female,Dead,2015,2016,1,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Diabetes Mellitus,White,Female,Dead,2014,2015,1,Dead +99,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Accidents and Adverse Effects,White,Female,Dead,2015,2016,1,Dead +64,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,95,Breast,White,Female,Dead,2015,2015,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,41,Unknown,0,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +59,5,1,Beam radiation,Yes,Surgery both before and after radiation,Positive,Positive,39,Negative,6,Breast,White,Female,Dead,2015,2015,0,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,6,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +64,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,185,Negative,95,Breast,White,Female,Dead,2015,2015,0,Dead +76,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +53,29,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,32,Breast,White,Female,Dead,2014,2015,1,Dead +61,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,6,Breast,White,Female,Dead,2015,2016,1,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2015,1,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2015,1,Dead +78,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,0,Miscellaneous Malignant Cancer,White,Male,Dead,2015,2015,0,Dead +60,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Breast,White,Female,Dead,2015,2016,1,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,14,Breast,White,Female,Dead,2015,2016,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Positive,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2015,2016,1,Dead +56,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +84,14,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,120,Negative,15,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +93,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Borderline,Borderline,70,Positive,95,Breast,White,Female,Dead,2015,2016,1,Dead +62,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,48,Negative,11,Breast,White,Female,Dead,2015,2015,0,Dead +70,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,95,Breast,White,Female,Dead,2015,2016,1,Dead +42,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,17,Breast,Black,Female,Dead,2015,2016,1,Dead +56,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,76,Negative,95,Breast,White,Female,Dead,2015,2015,0,Dead +48,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,48,Negative,10,Breast,White,Female,Dead,2015,2016,1,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2015,2015,0,Dead +72,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2015,2015,0,Dead +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +43,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Positive,21,Breast,White,Female,Dead,2015,2016,1,Dead +77,27,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,65,Negative,27,Breast,White,Female,Dead,2015,2015,0,Dead +71,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +56,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,102,Positive,11,Miscellaneous Malignant Cancer,White,Female,Dead,2015,2016,1,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,3,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +57,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,73,Negative,95,Breast,Black,Female,Dead,2015,2015,0,Dead +72,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Breast,White,Female,Dead,2015,2016,1,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +87,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,95,Breast,White,Female,Dead,2015,2015,0,Dead +61,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,46,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2015,2016,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,32,Borderline,4,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2015,2016,1,Dead +58,12,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,33,Positive,15,Breast,White,Female,Dead,2015,2016,1,Dead +76,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,42,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +78,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Borderline,0,Breast,White,Female,Dead,2015,2016,1,Dead +91,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2015,2016,1,Dead +83,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +67,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,8,Breast,White,Female,Dead,2015,2016,1,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Accidents and Adverse Effects,White,Female,Dead,2014,2015,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,56,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Pneumonia and Influenza,White,Female,Dead,2015,2016,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,66,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,State DC not available or state DC available but no COD,Black,Female,Dead,2015,2015,0,Dead +77,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2014,2,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +86,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +52,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,52,Negative,95,Breast,White,Female,Dead,2015,2015,0,Dead +64,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,17,Breast,White,Female,Dead,2015,2016,1,Dead +35,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,55,Unknown,0,Breast,Black,Female,Dead,2015,2015,0,Dead +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,65,Negative,2,Breast,White,Female,Dead,2015,2016,1,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,72,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +50,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,12,Breast,White,Female,Dead,2015,2016,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,3,Cerebrovascular Diseases,White,Female,Dead,2015,2015,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +88,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Negative,2,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Liver,White,Female,Dead,2015,2015,0,Dead +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +59,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Unknown,3,Lung and Bronchus,Black,Female,Dead,2015,2016,1,Dead +81,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Diabetes Mellitus,White,Female,Dead,2015,2015,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2015,2016,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +76,95,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,95,Breast,White,Female,Dead,2015,2016,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Negative,0,State DC not available or state DC available but no COD,Black,Female,Dead,2015,2015,0,Dead +76,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Lung and Bronchus,White,Female,Dead,2015,2016,1,Dead +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,43,Negative,3,Breast,White,Female,Dead,2015,2016,1,Dead +42,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,61,Negative,95,Breast,White,Female,Dead,2015,2015,0,Dead +52,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,104,Negative,6,Breast,White,Female,Dead,2015,2016,1,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +65,95,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Negative,59,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +58,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,95,Breast,White,Female,Dead,2015,2015,0,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2015,2016,1,Dead +81,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,1,Suicide and Self-Inflicted Injury,White,Female,Dead,2015,2015,0,Dead +76,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,4,Breast,White,Female,Dead,2015,2016,1,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,37,Positive,0,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +55,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Unknown,50,Unknown,0,Lung and Bronchus,White,Female,Dead,2015,2015,0,Dead +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Borderline,0,Breast,White,Female,Dead,2015,2016,1,Dead +81,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,70,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +48,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +65,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,95,Breast,Black,Female,Dead,2015,2016,1,Dead +40,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +61,10,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,85,Negative,12,Breast,White,Female,Dead,2015,2016,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2015,2016,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,110,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Positive,1,Breast,White,Female,Dead,2015,2016,1,Dead +76,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,81,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +66,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +68,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,0,State DC not available or state DC available but no COD,White,Female,Dead,2016,2016,0,Dead +74,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2016,2016,0,Dead +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Pneumonia and Influenza,White,Female,Dead,2016,2016,0,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Positive,0,Breast,White,Female,Dead,2016,2016,0,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,46,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +49,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Borderline,0,Breast,White,Female,Dead,2016,2016,0,Dead +81,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,Blank(s),Negative,1,Breast,White,Female,Dead,2016,2016,0,Dead +62,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2016,3,Dead +49,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,0,Breast,White,Female,Dead,2016,2016,0,Dead +88,95,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +77,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,State DC not available or state DC available but no COD,Unknown,Female,Dead,2013,2013,0,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,Blank(s),Negative,3,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2016,2016,0,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +75,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +72,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,5,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2016,2016,0,Dead +88,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2016,2,Dead +75,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +66,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,95,Septicemia,White,Female,Dead,2016,2016,0,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +59,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,Blank(s),Positive,95,Breast,White,Female,Dead,2016,2016,0,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,Black,Female,Dead,2014,2015,1,Dead +69,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,95,Breast,White,Female,Dead,2016,2016,0,Dead +66,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +71,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +73,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,Blank(s),Negative,2,Breast,White,Female,Dead,2016,2016,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +88,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2016,2016,0,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +57,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +51,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +86,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +48,95,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,Blank(s),Borderline,95,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2016,2016,0,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +62,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,95,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2016,2016,0,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Unknown,Blank(s),Positive,0,Cerebrovascular Diseases,White,Female,Dead,2016,2016,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,Black,Male,Dead,2016,2016,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2016,2016,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +71,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,993,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Borderline,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +38,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +77,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,58,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,1,Breast,White,Female,Dead,2010,2013,3,Dead +75,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +52,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +34,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,1,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +64,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,29,Negative,95,Breast,White,Female,Dead,2010,2010,0,Dead +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,3,Pneumonia and Influenza,White,Female,Dead,2010,2010,0,Dead +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Accidents and Adverse Effects,White,Female,Dead,2010,2013,3,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Positive,2,Breast,White,Female,Dead,2010,2014,4,Dead +78,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,18,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2010,0,Dead +87,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +75,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,42,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +61,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,29,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +33,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +38,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,92,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,19,Positive,3,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,16,Breast,White,Female,Dead,2010,2015,5,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +49,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Borderline,16,Negative,2,Breast,White,Female,Dead,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +34,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,58,Negative,10,Alive,White,Female,Alive,2010,2015,5,Alive +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +37,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Unknown,998,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,5,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +88,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Borderline,Negative,16,Negative,3,Pancreas,White,Female,Dead,2010,2015,5,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,8,Unknown,5,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +43,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,42,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +41,5,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,50,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +45,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,15,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Positive,16,Lung and Bronchus,White,Female,Dead,2010,2013,3,Dead +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,3,Pancreas,White,Female,Dead,2010,2011,1,Dead +62,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +36,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Borderline,0,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +32,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +26,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,21,Alive,White,Female,Alive,2010,2016,6,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Borderline,2,Pneumonia and Influenza,White,Female,Dead,2010,2014,4,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Breast,White,Female,Dead,2010,2013,3,Dead +62,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,4,Breast,White,Female,Dead,2010,2013,3,Dead +63,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Borderline,0,Breast,White,Female,Dead,2010,2010,0,Dead +39,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,5,Breast,White,Female,Dead,2010,2012,2,Dead +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,2,Breast,White,Female,Dead,2010,2013,3,Dead +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,150,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +86,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,6,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Borderline,9,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,7,Breast,White,Female,Dead,2010,2016,6,Alive +83,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +41,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,993,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +38,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,68,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,53,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,4,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Borderline,22,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +29,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Borderline,80,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +72,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +35,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +36,32,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,36,Breast,White,Female,Dead,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +30,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,999,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +68,7,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,68,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +77,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,12,Breast,White,Female,Dead,2010,2015,5,Dead +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,13,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,13,Breast,White,Male,Dead,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +75,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +75,30,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,43,Borderline,30,Breast,White,Female,Dead,2010,2013,3,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +56,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +80,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,995,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +33,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +78,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,19,Cerebrovascular Diseases,White,Female,Dead,2010,2010,0,Dead +34,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,91,Negative,18,Breast,White,Female,Dead,2010,2011,1,Dead +33,18,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,18,Breast,White,Female,Dead,2010,2013,3,Dead +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,2,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +58,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,47,Negative,7,Alive,White,Female,Alive,2010,2015,5,Alive +53,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,75,Positive,22,Breast,White,Female,Dead,2010,2014,4,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +57,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +83,6,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,14,Breast,White,Female,Dead,2010,2013,3,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +45,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,108,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +58,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Borderline,11,Breast,White,Female,Dead,2010,2012,2,Dead +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,0,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +47,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +67,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,13,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,15,Breast,White,Female,Dead,2010,2016,6,Alive +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,0,Pancreas,White,Female,Dead,2010,2014,4,Dead +24,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,21,Alive,White,Female,Alive,2010,2016,6,Alive +69,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,13,Breast,White,Female,Dead,2010,2013,3,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,55,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +30,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,3,Beam radiation,Yes,Radiation after surgery,Negative,Negative,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,75,Positive,9,Alive,White,Female,Alive,2010,2016,6,Alive +91,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,11,Breast,White,Female,Dead,2010,2011,1,Dead +52,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Positive,6,Breast,White,Female,Dead,2010,2013,3,Dead +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +26,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +81,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,13,Breast,White,Female,Dead,2010,2014,4,Dead +81,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,7,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +72,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +46,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,61,Positive,18,Breast,White,Female,Dead,2010,2011,1,Dead +67,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,17,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +86,12,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,12,Breast,White,Female,Dead,2010,2011,1,Dead +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +88,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,10,Cerebrovascular Diseases,White,Female,Dead,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Breast,White,Female,Dead,2010,2015,5,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +44,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +62,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,6,Breast,White,Female,Dead,2010,2013,3,Dead +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,2,Breast,White,Female,Dead,2010,2014,4,Dead +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,7,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,38,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,95,Breast,White,Female,Dead,2010,2012,2,Dead +77,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +93,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,7,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +42,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,76,Negative,7,Breast,White,Female,Dead,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,80,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +71,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,14,Breast,White,Female,Dead,2010,2014,4,Dead +37,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,46,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,98,Alive,White,Female,Alive,2010,2016,6,Alive +38,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Positive,16,Breast,White,Female,Dead,2010,2013,3,Dead +51,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +85,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,13,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +64,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2016,6,Alive +86,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,7,Breast,White,Female,Dead,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +67,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,5,Breast,White,Female,Dead,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +41,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,24,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,24,Breast,White,Female,Dead,2010,2011,1,Dead +60,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,27,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,75,Negative,27,Breast,White,Female,Dead,2010,2012,2,Dead +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,4,Breast,White,Female,Dead,2010,2013,3,Dead +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,19,Alive,Unknown,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +88,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Positive,13,Breast,White,Female,Dead,2010,2012,2,Dead +50,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,17,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,3,Breast,White,Female,Dead,2010,2012,2,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,12,Unknown,3,Alive,Unknown,Female,Alive,2010,2016,6,Alive +56,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Myeloma,White,Female,Dead,2010,2012,2,Dead +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Unknown,5,Breast,White,Male,Dead,2010,2013,3,Dead +54,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +96,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,29,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2010,2015,5,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Borderline,4,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +67,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,6,Other Cause of Death,White,Male,Dead,2010,2012,2,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +38,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,8,Alive,White,Female,Alive,2010,2015,5,Alive +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +48,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +55,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Lung and Bronchus,White,Female,Dead,2010,2010,0,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +26,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Borderline,26,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +73,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +47,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,3,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,13,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +34,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,13,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +51,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Unknown,32,Negative,11,Breast,White,Male,Dead,2010,2015,5,Dead +67,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Positive,15,Breast,White,Female,Dead,2010,2014,4,Dead +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +86,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,47,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Positive,99,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +38,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,71,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +47,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +84,12,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,12,Breast,White,Female,Dead,2010,2010,0,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Unknown,0,Breast,White,Female,Dead,2010,2011,1,Dead +75,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,58,Borderline,18,Breast,White,Female,Dead,2010,2016,6,Alive +84,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,6,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +81,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,42,Negative,15,Breast,White,Female,Dead,2010,2013,3,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Breast,White,Female,Dead,2010,2015,5,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +75,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Borderline,999,Negative,99,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,3,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2015,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +53,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,7,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +43,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Negative,15,Accidents and Adverse Effects,White,Female,Dead,2010,2013,3,Dead +46,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,992,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,1,Breast,White,Female,Dead,2010,2010,0,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,18,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2016,6,Alive +75,3,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,34,Positive,3,Breast,White,Female,Dead,2010,2011,1,Dead +54,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Positive,11,Breast,White,Female,Dead,2010,2013,3,Dead +51,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,2,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,33,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +63,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +53,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,5,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2013,3,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +66,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,2,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +46,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Borderline,9,Breast,White,Female,Dead,2010,2012,2,Dead +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,18,Breast,White,Female,Dead,2010,2016,6,Alive +37,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +56,6,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Breast,White,Female,Dead,2010,2012,2,Dead +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,10,Ovary,White,Female,Dead,2010,2013,3,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,150,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,29,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,1,Breast,White,Female,Dead,2010,2013,3,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,5,Alive,Unknown,Female,Alive,2010,2016,6,Alive +74,98,2,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,15,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,18,Breast,White,Female,Dead,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,82,Borderline,0,Breast,White,Female,Dead,2010,2012,2,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,65,Negative,7,Breast,White,Female,Dead,2010,2012,2,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2010,2014,4,Dead +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Rectum and Rectosigmoid Junction,White,Female,Dead,2010,2014,4,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,22,Breast,White,Female,Dead,2010,2016,6,Alive +66,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,33,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2014,4,Dead +55,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,2,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2010,2011,1,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Borderline,5,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +85,4,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,5,Breast,White,Female,Dead,2010,2011,1,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,26,Breast,White,Female,Dead,2010,2013,3,Dead +64,16,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,1,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +55,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,18,Breast,White,Female,Dead,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,20,Alive,Unknown,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,3,Alive,Unknown,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Positive,3,Alive,Unknown,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,7,Negative,3,Alive,Unknown,Female,Alive,2010,2015,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Aortic Aneurysm and Dissection,White,Female,Dead,2010,2014,4,Dead +37,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,37,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,44,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,4,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,14,Positive,6,Alive,Black,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,9,Breast,White,Female,Dead,2010,2014,4,Dead +70,7,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,14,Brain and Other Nervous System,White,Female,Dead,2010,2013,3,Dead +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,25,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +33,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +81,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,25,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,24,Alive,White,Male,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2010,2011,1,Dead +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,18,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +89,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,21,Breast,White,Female,Dead,2010,2012,2,Dead +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,52,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,20,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,12,Breast,White,Female,Dead,2010,2015,5,Dead +41,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,34,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Breast,White,Female,Dead,2010,2014,4,Dead +86,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +76,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Diabetes Mellitus,White,Female,Dead,2010,2012,2,Dead +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,993,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +76,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Borderline,Negative,22,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,150,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +34,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Ovary,White,Female,Dead,2010,2014,4,Dead +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +35,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Breast,White,Female,Dead,2010,2015,5,Dead +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,1,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,5,Suicide and Self-Inflicted Injury,White,Female,Dead,2010,2016,6,Alive +60,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,15,Breast,White,Female,Dead,2010,2011,1,Dead +81,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +66,5,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,26,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +76,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,0,Accidents and Adverse Effects,White,Female,Dead,2010,2010,0,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +68,15,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,58,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,85,Positive,3,Breast,White,Female,Dead,2010,2012,2,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +73,3,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,12,Pancreas,White,Female,Dead,2010,2012,2,Dead +77,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,2,Breast,White,Female,Dead,2010,2013,3,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Prostate,White,Male,Dead,2010,2014,4,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,2,Unknown,18,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +36,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,31,Unknown,27,Alive,Unknown,Female,Alive,2010,2016,6,Alive +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,6,Alive,Unknown,Female,Alive,2010,2016,6,Alive +51,2,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Unknown,Unknown,9,Unknown,19,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +88,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +71,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,8,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +65,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +52,22,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,22,Breast,White,Female,Dead,2010,2013,3,Dead +77,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,86,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +56,20,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +41,13,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,84,Negative,19,Breast,White,Female,Dead,2011,2014,3,Dead +80,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,68,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +81,14,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +50,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,10,Breast,White,Female,Dead,2011,2015,4,Dead +86,98,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +35,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,0,Positive,98,Alive,White,Female,Alive,2011,2016,5,Alive +45,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,37,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,2,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2016,5,Dead +41,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,110,Negative,25,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2011,2014,3,Dead +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,7,Breast,White,Female,Dead,2010,2016,6,Alive +80,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2011,2014,3,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,3,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,210,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +30,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,3,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +70,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2014,4,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,990,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,15,Breast,White,Female,Dead,2010,2015,5,Dead +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,Unknown,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,17,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +54,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Positive,18,Breast,White,Female,Dead,2011,2014,3,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +83,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,15,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +26,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +55,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +49,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,30,Negative,8,Breast,White,Female,Dead,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,11,Breast,White,Female,Dead,2011,2016,5,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,48,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +30,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Positive,21,Alive,White,Female,Alive,2011,2016,5,Alive +79,99,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,99,Diabetes Mellitus,White,Female,Dead,2011,2015,4,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,992,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Borderline,22,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +76,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Alive,White,Male,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,9,Breast,White,Female,Dead,2011,2012,1,Dead +90,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,14,Breast,White,Female,Dead,2011,2013,2,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,10,Breast,White,Female,Dead,2011,2012,1,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +37,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,8,Alive,White,Male,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,10,Breast,White,Female,Dead,2011,2016,5,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +52,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,6,Breast,White,Female,Dead,2011,2016,5,Dead +64,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Diabetes Mellitus,White,Female,Dead,2011,2013,2,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,42,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Male,Alive,2011,2016,5,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,63,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Breast,White,Female,Dead,2011,2016,5,Dead +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,3,Breast,White,Female,Dead,2011,2015,4,Dead +55,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,80,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +37,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +35,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,990,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +40,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,33,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,122,Borderline,10,Breast,White,Female,Dead,2011,2015,4,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +76,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,16,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +72,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,22,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,990,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +40,8,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +66,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Non-Hodgkin Lymphoma,White,Female,Dead,2011,2011,0,Dead +33,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,100,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +66,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,10,Breast,White,Female,Dead,2011,2013,2,Dead +32,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +53,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,7,Breast,White,Female,Dead,2011,2014,3,Dead +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,62,Positive,5,Breast,White,Female,Dead,2011,2012,1,Dead +58,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,7,Breast,White,Female,Dead,2011,2016,5,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +58,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Unknown,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2014,3,Dead +46,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,9,Breast,White,Female,Dead,2011,2013,2,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,23,Negative,3,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2011,2016,5,Dead +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Borderline,1,Alive,Black,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,38,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,30,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +41,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +34,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,95,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,95,Breast,White,Female,Dead,2011,2014,3,Dead +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +84,3,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,8,Cerebrovascular Diseases,White,Female,Dead,2011,2015,4,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,994,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Acute Myeloid Leukemia,White,Female,Dead,2011,2012,1,Dead +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +67,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,14,Breast,White,Female,Dead,2011,2015,4,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Borderline,10,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Breast,White,Male,Dead,2011,2011,0,Dead +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,9,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +30,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,9,Breast,White,Female,Dead,2011,2014,3,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +33,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Borderline,Positive,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,1,Breast,White,Female,Dead,2011,2015,4,Dead +70,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,51,Borderline,5,Alive,White,Female,Alive,2011,2016,5,Alive +32,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,3,Breast,White,Female,Dead,2011,2011,0,Dead +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +34,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +95,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Breast,White,Female,Dead,2011,2013,2,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,26,Unknown,2,Cerebrovascular Diseases,White,Female,Dead,2010,2015,5,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,18,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2011,0,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,995,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Unknown,65,Negative,5,Breast,White,Female,Dead,2011,2012,1,Dead +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +74,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,1,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +54,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +43,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +38,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,110,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,70,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2011,2012,1,Dead +49,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +63,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2011,2015,4,Dead +75,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,3,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,997,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +62,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Breast,White,Female,Dead,2011,2015,4,Dead +38,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Stomach and Duodenal Ulcers,White,Female,Dead,2011,2015,4,Dead +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2011,0,Dead +75,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,15,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,3,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,11,Breast,White,Female,Dead,2011,2011,0,Dead +47,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +55,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +37,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +46,97,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,97,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,3,Breast,White,Female,Dead,2011,2014,3,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,38,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,3,Breast,White,Female,Dead,2011,2014,3,Dead +65,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +35,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +37,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +61,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +37,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +37,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2010,2010,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +38,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,39,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,6,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,23,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,33,Breast,White,Female,Dead,2010,2013,3,Dead +25,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +66,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,5,Kidney and Renal Pelvis,White,Female,Dead,2010,2015,5,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +91,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +48,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,31,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,30,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Breast,White,Female,Dead,2010,2015,5,Dead +68,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +45,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,14,Breast,White,Female,Dead,2010,2011,1,Dead +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,10,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Unknown,Unknown,10,Unknown,7,Alive,White,Female,Alive,2010,2016,6,Alive +60,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +60,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,11,Diabetes Mellitus,White,Female,Dead,2010,2010,0,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,36,Alive,White,Female,Alive,2010,2016,6,Alive +73,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Borderline,Negative,999,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +59,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +39,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +80,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,11,Diabetes Mellitus,White,Female,Dead,2010,2012,2,Dead +60,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,1,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +86,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,10,Breast,White,Female,Dead,2010,2013,3,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,3,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +31,4,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Negative,Negative,38,Negative,20,Breast,White,Female,Dead,2010,2013,3,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,62,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +70,17,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,17,Breast,White,Female,Dead,2010,2012,2,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,8,Cerebrovascular Diseases,White,Female,Dead,2010,2013,3,Dead +34,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,0,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +34,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,6,Breast,White,Female,Dead,2010,2015,5,Dead +62,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,35,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +58,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +69,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,33,Negative,28,Alive,White,Female,Alive,2010,2016,6,Alive +43,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +67,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Positive,33,Alive,White,Female,Alive,2010,2016,6,Alive +61,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,17,Breast,White,Female,Dead,2010,2011,1,Dead +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Suicide and Self-Inflicted Injury,White,Female,Dead,2010,2014,4,Dead +84,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,7,Breast,White,Female,Dead,2010,2014,4,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +60,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,0,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,5,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +78,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2010,2013,3,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Negative,1,Breast,White,Female,Dead,2010,2014,4,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,3,Breast,White,Female,Dead,2010,2014,4,Dead +67,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2010,2013,3,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,27,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +72,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +62,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Unknown,5,Alive,White,Male,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,20,Breast,White,Female,Dead,2010,2013,3,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,2,Negative,10,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,12,Unknown,0,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Unknown,Unknown,15,Unknown,5,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,12,Unknown,0,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +50,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Unknown,20,Alive,White,Female,Alive,2010,2016,6,Alive +65,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +15,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,110,Unknown,8,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +28,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +48,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,18,Breast,White,Female,Dead,2010,2013,3,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +63,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,66,Negative,8,Breast,White,Female,Dead,2010,2014,4,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,40,Pneumonia and Influenza,White,Female,Dead,2010,2016,6,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +69,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,3,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,24,Unknown,8,Accidents and Adverse Effects,White,Female,Dead,2010,2015,5,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,9,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +32,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,58,Negative,13,Breast,White,Female,Dead,2010,2015,5,Dead +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,80,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,29,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,34,Unknown,29,Breast,White,Female,Dead,2010,2015,5,Dead +36,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,3,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Unknown,Unknown,7,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +40,98,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +67,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,48,Negative,12,Breast,White,Female,Dead,2010,2011,1,Dead +45,25,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,988,Unknown,25,Breast,White,Female,Dead,2010,2011,1,Dead +30,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Borderline,6,Alive,White,Female,Alive,2010,2016,6,Alive +60,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,43,Negative,7,Breast,White,Female,Dead,2010,2014,4,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,30,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +31,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,36,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +52,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,96,Negative,11,Breast,White,Female,Dead,2010,2013,3,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +31,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,8,Breast,White,Female,Dead,2010,2013,3,Dead +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,992,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +58,18,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Positive,18,Breast,White,Female,Dead,2010,2010,0,Dead +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +66,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,11,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +72,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,45,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +69,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Negative,6,Salivary Gland,White,Female,Dead,2011,2012,1,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,13,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,15,Unknown,10,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2012,2,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,991,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,22,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Breast,White,Female,Dead,2011,2014,3,Dead +56,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,6,Breast,White,Female,Dead,2011,2016,5,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +78,15,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,29,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,6,Breast,White,Female,Dead,2011,2014,3,Dead +56,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +33,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,4,Breast,White,Female,Dead,2011,2014,3,Dead +56,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,3,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +73,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,2,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,27,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Borderline,7,Alive,White,Female,Alive,2011,2016,5,Alive +86,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,15,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +82,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,16,Unknown,11,Diabetes Mellitus,White,Female,Dead,2011,2016,5,Dead +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,8,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,11,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,11,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,18,Unknown,13,Alive,White,Female,Alive,2011,2016,5,Alive +75,8,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,19,Unknown,11,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,2,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +49,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,41,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,10,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,0,Breast,White,Female,Dead,2010,2011,1,Dead +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +29,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,6,Breast,White,Female,Dead,2011,2012,1,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Borderline,0,Breast,White,Female,Dead,2011,2011,0,Dead +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Cerebrovascular Diseases,Unknown,Female,Dead,2010,2010,0,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +72,99,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,300,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +47,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2014,3,Dead +91,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,46,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,4,Cerebrovascular Diseases,White,Female,Dead,2011,2013,2,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +36,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,990,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +78,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +37,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +83,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,23,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2011,2015,4,Dead +52,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,48,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,25,Negative,7,Breast,White,Female,Dead,2011,2013,2,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,7,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2012,1,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,3,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,9,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,20,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Positive,22,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +24,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,26,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,30,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,1,Breast,White,Female,Dead,2011,2011,0,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Breast,White,Female,Dead,2011,2014,3,Dead +73,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,1,Breast,White,Female,Dead,2011,2012,1,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,99,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Unknown,0,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +34,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,4,Alive,Unknown,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +37,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,10,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +81,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,60,Negative,10,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2014,3,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +57,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,1,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,10,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,5,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,21,Unknown,27,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,2,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,18,Positive,22,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +76,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +80,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +29,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,52,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Unknown,13,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,2,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,24,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,25,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +53,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,991,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +39,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +67,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2011,2016,5,Dead +48,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,54,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +29,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +35,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,40,Breast,White,Female,Dead,2011,2016,5,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,6,Breast,White,Female,Dead,2011,2016,5,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +28,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +34,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,98,Negative,17,Breast,White,Female,Dead,2011,2015,4,Dead +76,12,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +67,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,26,Positive,3,Breast,White,Female,Dead,2011,2014,3,Dead +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,98,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +23,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +33,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +62,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +38,17,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,48,Negative,17,Breast,White,Female,Dead,2011,2013,2,Dead +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Negative,29,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +39,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +40,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +56,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +49,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +42,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,10,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +41,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Positive,11,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +79,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +46,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,53,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,35,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,46,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,11,Breast,White,Female,Dead,2011,2013,2,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +26,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,25,Breast,White,Female,Dead,2011,2015,4,Dead +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,8,Breast,White,Female,Dead,2011,2013,2,Dead +72,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,140,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +66,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,4,Positive,2,Non-Hodgkin Lymphoma,White,Female,Dead,2011,2015,4,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,66,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +84,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,28,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,11,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,12,Breast,White,Female,Dead,2011,2015,4,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Breast,White,Female,Dead,2011,2016,5,Dead +61,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Borderline,7,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,997,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,99,Breast,White,Female,Dead,2011,2014,3,Dead +65,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,6,Breast,White,Female,Dead,2011,2014,3,Dead +32,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,3,Breast,White,Female,Dead,2011,2014,3,Dead +53,1,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,78,Positive,1,Breast,White,Female,Dead,2011,2015,4,Dead +76,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +37,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,63,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2011,2012,1,Dead +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,1,Breast,White,Female,Dead,2011,2011,0,Dead +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,6,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +81,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,22,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Breast,White,Female,Dead,2011,2011,0,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,992,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,3,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +33,0,1,Beam radiation,Yes,Radiation after surgery,Borderline,Negative,82,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,24,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Diabetes Mellitus,White,Female,Dead,2011,2015,4,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,37,Unknown,0,Breast,White,Female,Dead,2011,2012,1,Dead +31,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,10,Breast,White,Female,Dead,2011,2015,4,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +32,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,11,Breast,White,Female,Dead,2011,2014,3,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,16,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,4,Breast,White,Female,Dead,2011,2015,4,Dead +79,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +28,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Positive,13,Breast,White,Female,Dead,2011,2016,5,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Pneumonia and Influenza,White,Female,Dead,2011,2014,3,Dead +71,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +89,9,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Positive,14,Breast,White,Female,Dead,2011,2013,2,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,7,Accidents and Adverse Effects,White,Female,Dead,2011,2015,4,Dead +53,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,19,Breast,White,Female,Dead,2011,2013,2,Dead +42,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +33,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Borderline,9,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Alive,White,Male,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,990,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +59,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,44,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +66,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,85,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,75,Borderline,6,Alive,White,Female,Alive,2011,2016,5,Alive +43,8,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,14,Septicemia,White,Female,Dead,2011,2014,3,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,29,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +35,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,13,Breast,White,Female,Dead,2011,2016,5,Dead +50,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,3,Stomach,White,Female,Dead,2011,2013,2,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Breast,White,Female,Dead,2011,2016,5,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +38,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +35,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,3,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2016,5,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +40,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Borderline,60,Negative,9,Breast,White,Female,Dead,2011,2014,3,Dead +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,998,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +35,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,98,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Positive,3,Colon excluding Rectum,White,Female,Dead,2011,2013,2,Dead +76,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +42,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Positive,12,Breast,White,Female,Dead,2011,2014,3,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,993,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Positive,7,Alive,White,Male,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,990,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +89,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +33,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Male,Alive,2011,2016,5,Alive +72,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,3,Breast,Black,Female,Dead,2011,2013,2,Dead +78,6,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Positive,30,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,990,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,5,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,69,Negative,31,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +33,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +88,14,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,23,Breast,White,Female,Dead,2011,2015,4,Dead +58,6,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,992,Borderline,23,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Negative,11,Breast,White,Female,Dead,2011,2014,3,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,49,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +86,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,63,Negative,3,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +89,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,9,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +38,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,22,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +46,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,Unknown,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +73,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,13,Breast,White,Female,Dead,2011,2014,3,Dead +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Borderline,8,Alive,White,Female,Alive,2011,2016,5,Alive +74,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +62,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,5,Breast,White,Female,Dead,2011,2012,1,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,39,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,2,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,4,Breast,White,Female,Dead,2011,2016,5,Dead +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,26,Unknown,9,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Borderline,15,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +49,6,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,34,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +74,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +73,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Borderline,12,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,7,Alive,Black,Female,Alive,2011,2016,5,Alive +62,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +58,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,20,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +57,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,14,Breast,White,Female,Dead,2011,2015,4,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,9,Diabetes Mellitus,White,Female,Dead,2011,2016,5,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,8,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +89,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,4,Breast,White,Female,Dead,2011,2015,4,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,6,Breast,White,Female,Dead,2011,2013,2,Dead +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2016,5,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,12,Breast,White,Female,Dead,2011,2013,2,Dead +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,998,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,994,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Unknown,Unknown,18,Unknown,11,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,40,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +43,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,34,Unknown,14,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +54,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,100,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Breast,White,Female,Dead,2011,2011,0,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Borderline,14,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,0,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +49,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,1,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +32,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +50,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,32,Positive,0,Breast,White,Female,Dead,2011,2012,1,Dead +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,13,Breast,White,Male,Dead,2011,2016,5,Dead +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Unknown,Unknown,11,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,36,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +74,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,12,Breast,White,Female,Dead,2011,2014,3,Dead +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,42,Borderline,28,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +73,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,24,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,18,Breast,White,Female,Dead,2011,2012,1,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +40,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +64,14,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Borderline,17,Breast,White,Female,Dead,2011,2012,1,Dead +67,15,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Borderline,39,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,4,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,60,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,55,Positive,0,Breast,White,Female,Dead,2011,2014,3,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,997,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2012,0,Dead +78,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,6,Hypertension without Heart Disease,White,Female,Dead,2012,2016,4,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +83,21,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,110,Negative,21,Breast,White,Female,Dead,2012,2014,2,Dead +74,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Pancreas,White,Female,Dead,2012,2013,1,Dead +64,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,99,Breast,Black,Female,Dead,2011,2013,2,Dead +56,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,4,Breast,White,Female,Dead,2011,2013,2,Dead +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +65,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,39,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +74,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,17,Unknown,31,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,9,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +73,1,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,73,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +72,1,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2014,2,Dead +44,1,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,2,Breast,White,Female,Dead,2012,2015,3,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2012,2015,3,Dead +32,1,1,Beam radiation,Yes,Radiation after surgery,Borderline,Borderline,60,Positive,1,Breast,White,Female,Dead,2012,2016,4,Dead +52,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,995,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +55,16,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,62,Negative,16,Breast,White,Female,Dead,2012,2013,1,Dead +63,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,5,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +41,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Colon excluding Rectum,White,Female,Dead,2012,2013,1,Dead +49,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,10,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2012,2015,3,Dead +46,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,9,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,0,Pneumonia and Influenza,White,Female,Dead,2012,2015,3,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,100,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +78,14,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,20,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2016,4,Dead +48,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,6,Suicide and Self-Inflicted Injury,White,Female,Dead,2012,2014,2,Dead +65,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Positive,95,Breast,White,Female,Dead,2012,2013,1,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,3,Cerebrovascular Diseases,White,Female,Dead,2012,2015,3,Dead +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +40,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,34,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +82,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,5,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +47,18,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,26,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +84,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,11,Breast,White,Female,Dead,2012,2014,2,Dead +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,12,Breast,White,Female,Dead,2012,2014,2,Dead +74,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Positive,14,Breast,White,Female,Dead,2012,2013,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Borderline,0,Breast,White,Female,Dead,2012,2013,1,Dead +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Breast,White,Female,Dead,2012,2012,0,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Borderline,40,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,39,Positive,27,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +55,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,18,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +71,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,62,Positive,2,Breast,White,Female,Dead,2012,2014,2,Dead +31,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +50,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,17,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2013,2015,2,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,2,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2012,2016,4,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,2,Breast,White,Female,Dead,2012,2015,3,Dead +61,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,7,Negative,95,Breast,White,Female,Dead,2012,2013,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,40,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,9,Breast,White,Female,Dead,2012,2013,1,Dead +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +63,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,33,Negative,6,Breast,White,Female,Dead,2012,2016,4,Dead +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,67,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +96,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2011,0,Dead +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2011,0,Dead +53,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Unknown,Female,Dead,2010,2011,1,Dead +77,20,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,20,Breast,White,Female,Dead,2012,2013,1,Dead +76,23,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,23,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +86,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,7,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2013,1,Dead +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +55,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,41,Negative,5,Breast,White,Female,Dead,2012,2014,2,Dead +63,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,3,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +42,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,31,Breast,White,Male,Dead,2012,2015,3,Dead +54,24,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,31,Negative,24,Breast,White,Female,Dead,2012,2015,3,Dead +90,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Cerebrovascular Diseases,Unknown,Female,Dead,2010,2011,1,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +43,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +65,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Positive,1,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,2,Breast,White,Female,Dead,2012,2016,4,Dead +49,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Positive,999,Negative,3,Ovary,White,Female,Dead,2012,2016,4,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +67,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,95,Breast,White,Female,Dead,2013,2013,0,Dead +82,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +30,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,105,Negative,3,Breast,White,Female,Dead,2012,2013,1,Dead +77,5,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,5,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +56,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +86,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,51,Negative,10,Breast,White,Female,Dead,2012,2014,2,Dead +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,5,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +63,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,21,Breast,Black,Female,Dead,2012,2013,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +81,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Borderline,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +87,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2012,2015,3,Dead +80,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,2,Hypertension without Heart Disease,White,Female,Dead,2012,2013,1,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +71,1,1,Beam radiation,Yes,Radiation after surgery,Borderline,Borderline,67,Negative,13,Breast,White,Female,Dead,2012,2014,2,Dead +72,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +63,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,95,Breast,White,Female,Dead,2012,2013,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,90,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,12,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,1,Breast,White,Female,Dead,2012,2016,4,Dead +55,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,12,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,32,Alive,White,Female,Alive,2011,2016,5,Alive +95,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,200,Negative,3,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,22,Negative,2,Breast,White,Female,Dead,2012,2016,4,Dead +73,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,95,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2016,3,Dead +41,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Positive,0,Breast,White,Female,Dead,2013,2013,0,Dead +79,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,75,Negative,14,Breast,White,Female,Dead,2012,2013,1,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +75,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Borderline,0,Breast,White,Female,Dead,2012,2012,0,Dead +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Non-Hodgkin Lymphoma,White,Female,Dead,2012,2015,3,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,1,Breast,White,Female,Dead,2012,2016,4,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,5,Breast,White,Female,Dead,2012,2015,3,Dead +60,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,9,Breast,White,Female,Dead,2012,2015,3,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,1,Breast,White,Female,Dead,2012,2012,0,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,36,Positive,0,Liver,White,Female,Dead,2012,2015,3,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Accidents and Adverse Effects,White,Female,Dead,2012,2013,1,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,95,Lung and Bronchus,White,Female,Dead,2012,2013,1,Dead +82,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,36,Negative,13,Breast,White,Female,Dead,2012,2013,1,Dead +59,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +54,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Negative,10,Breast,White,Female,Dead,2012,2014,2,Dead +83,8,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,8,Chronic Myeloid Leukemia,White,Female,Dead,2012,2013,1,Dead +56,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +73,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,56,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +79,6,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,6,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2016,3,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2012,2012,0,Dead +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +83,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,13,Breast,White,Female,Dead,2012,2012,0,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,1,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +82,9,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,16,Breast,White,Female,Dead,2012,2015,3,Dead +74,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,4,Breast,White,Female,Dead,2012,2016,4,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2014,2,Dead +49,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,995,Negative,5,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +68,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,8,Other Cause of Death,Black,Male,Dead,2012,2014,2,Dead +75,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,20,Breast,White,Female,Dead,2012,2014,2,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Borderline,0,Accidents and Adverse Effects,White,Female,Dead,2012,2012,0,Dead +70,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,39,Unknown,17,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +69,22,4,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,23,Breast,White,Female,Dead,2013,2015,2,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Hypertension without Heart Disease,White,Female,Dead,2012,2013,1,Dead +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,51,Negative,3,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +89,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,85,Positive,4,Breast,White,Female,Dead,2012,2013,1,Dead +57,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Positive,1,Breast,White,Female,Dead,2012,2016,4,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +83,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,142,Negative,12,Breast,White,Female,Dead,2012,2016,4,Dead +82,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,65,Negative,9,Breast,White,Female,Dead,2012,2012,0,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +31,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Positive,2,Breast,White,Female,Dead,2012,2016,4,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Accidents and Adverse Effects,White,Male,Dead,2013,2013,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,90,Borderline,0,Breast,White,Female,Dead,2013,2013,0,Dead +84,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,98,Breast,White,Female,Dead,2012,2013,1,Dead +55,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,19,Breast,White,Female,Dead,2012,2015,3,Dead +57,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,57,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +71,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Negative,17,Breast,White,Female,Dead,2012,2015,3,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,31,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +53,9,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Negative,14,Breast,White,Female,Dead,2012,2016,4,Dead +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,72,Negative,17,Breast,White,Female,Dead,2013,2015,2,Dead +43,4,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,14,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2015,3,Dead +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,17,Negative,1,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +84,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +41,15,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,22,Breast,White,Female,Dead,2012,2016,4,Dead +35,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,12,Breast,White,Female,Dead,2012,2014,2,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +81,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,13,Ovary,White,Female,Dead,2013,2016,3,Dead +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,1,Breast,White,Female,Dead,2012,2016,4,Dead +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,15,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,24,Breast,White,Female,Dead,2011,2013,2,Dead +87,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,11,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +74,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2013,1,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +87,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,22,Corpus Uteri,White,Female,Dead,2012,2016,4,Dead +62,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +69,95,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Lung and Bronchus,White,Female,Dead,2013,2016,3,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Breast,White,Female,Dead,2013,2015,2,Dead +88,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,0,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +85,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,6,Breast,White,Female,Dead,2013,2014,1,Dead +47,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,5,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +59,97,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,0,Negative,97,Alive,White,Female,Alive,2011,2016,5,Alive +49,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2012,2015,3,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,94,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +41,1,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +82,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,19,Breast,White,Female,Dead,2012,2014,2,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,3,Breast,White,Female,Dead,2012,2015,3,Dead +37,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,7,Breast,White,Female,Dead,2012,2016,4,Dead +55,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Aortic Aneurysm and Dissection,White,Female,Dead,2013,2015,2,Dead +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +40,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,7,Breast,Black,Female,Dead,2012,2014,2,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,15,Breast,White,Female,Dead,2012,2014,2,Dead +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2012,1,Dead +93,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,99,Other Cause of Death,White,Female,Dead,2010,2012,2,Dead +63,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2012,0,Dead +92,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2012,0,Dead +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Diseases of Heart,White,Female,Dead,2012,2012,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,0,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Breast,White,Female,Dead,2013,2014,1,Dead +81,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,5,Ovary,White,Female,Dead,2013,2014,1,Dead +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,42,Negative,3,Acute Myeloid Leukemia,White,Female,Dead,2013,2014,1,Dead +56,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,1,Pneumonia and Influenza,White,Female,Dead,2013,2013,0,Dead +53,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,51,Negative,14,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +91,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Positive,1,Breast,White,Female,Dead,2013,2013,0,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +57,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,9,Breast,White,Female,Dead,2013,2016,3,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,2,Breast,White,Female,Dead,2013,2015,2,Dead +62,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,14,Breast,White,Female,Dead,2013,2015,2,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,2,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2013,2015,2,Dead +54,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,4,Breast,White,Female,Dead,2014,2016,2,Dead +67,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +83,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2013,2016,3,Dead +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,9,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +43,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,2,Unknown,2,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +65,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Negative,22,Breast,White,Female,Dead,2013,2016,3,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +69,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,22,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2016,3,Dead +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +30,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,17,Breast,White,Female,Dead,2013,2016,3,Dead +56,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,6,Breast,White,Female,Dead,2013,2014,1,Dead +55,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,998,Positive,0,Breast,White,Female,Dead,2013,2015,2,Dead +63,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,999,Negative,95,Breast,White,Female,Dead,2013,2014,1,Dead +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,2,Breast,White,Female,Dead,2013,2014,1,Dead +59,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,9,Breast,White,Female,Dead,2013,2014,1,Dead +42,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,42,Positive,0,Breast,White,Female,Dead,2013,2016,3,Dead +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Borderline,Negative,48,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2013,2013,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +87,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,1,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +66,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,12,Breast,White,Female,Dead,2013,2015,2,Dead +61,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,67,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +71,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,1,Lung and Bronchus,White,Female,Dead,2013,2016,3,Dead +79,4,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,80,Positive,5,Breast,White,Female,Dead,2013,2016,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +74,5,1,Beam radiation,No/Unknown,Radiation prior to surgery,Negative,Negative,30,Positive,8,Breast,White,Female,Dead,2013,2014,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +60,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Borderline,11,Breast,White,Female,Dead,2014,2016,2,Dead +52,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,56,Positive,14,Breast,White,Female,Dead,2014,2015,1,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +67,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Borderline,17,Breast,White,Female,Dead,2013,2016,3,Dead +46,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,993,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,95,Breast,White,Female,Dead,2013,2013,0,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +79,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,22,Breast,White,Female,Dead,2013,2014,1,Dead +37,18,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,30,Breast,White,Female,Dead,2013,2016,3,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,4,Breast,White,Female,Dead,2013,2015,2,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,13,Accidents and Adverse Effects,White,Female,Dead,2013,2016,3,Dead +70,22,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,22,Breast,White,Female,Dead,2013,2016,3,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,22,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +77,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2015,2,Dead +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,5,Breast,White,Female,Dead,2013,2016,3,Dead +66,22,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,23,Breast,White,Female,Dead,2013,2013,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,16,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +38,1,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,44,Positive,1,Breast,White,Female,Dead,2013,2016,3,Dead +84,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2013,2013,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,43,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +35,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,95,Breast,White,Female,Dead,2013,2016,3,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Breast,White,Female,Dead,2013,2016,3,Dead +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Borderline,0,Breast,White,Female,Dead,2014,2015,1,Dead +83,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,95,Breast,White,Female,Dead,2014,2014,0,Dead +58,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,13,Breast,White,Female,Dead,2013,2014,1,Dead +57,16,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,18,Breast,White,Female,Dead,2013,2016,3,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,910,Borderline,2,Breast,White,Female,Dead,2013,2014,1,Dead +78,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,11,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,6,Septicemia,White,Female,Dead,2013,2016,3,Dead +77,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,22,Breast,White,Female,Dead,2013,2014,1,Dead +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +83,97,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Negative,Negative,70,Negative,97,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Unknown,0,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +76,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,5,Breast,White,Female,Dead,2013,2015,2,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +74,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Positive,95,Breast,White,Female,Dead,2014,2015,1,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,7,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +71,6,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,63,Negative,6,Breast,White,Female,Dead,2013,2015,2,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,4,Cerebrovascular Diseases,White,Female,Dead,2013,2016,3,Dead +53,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,69,Borderline,11,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2015,2,Dead +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,80,Negative,6,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +77,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,4,Breast,White,Female,Dead,2013,2016,3,Dead +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2013,2016,3,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,17,Breast,White,Female,Dead,2013,2016,3,Dead +46,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Negative,10,Breast,White,Female,Dead,2013,2016,3,Dead +30,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Positive,0,Breast,White,Female,Dead,2014,2016,2,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +76,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Septicemia,White,Female,Dead,2013,2014,1,Dead +60,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,7,Breast,White,Female,Dead,2013,2016,3,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2013,2013,0,Dead +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,5,Suicide and Self-Inflicted Injury,White,Female,Dead,2013,2014,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Diseases of Heart,White,Female,Dead,2013,2014,1,Dead +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +52,1,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,6,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +64,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,116,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,1,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +62,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,21,Breast,White,Female,Dead,2013,2015,2,Dead +61,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,16,Breast,White,Female,Dead,2013,2016,3,Dead +86,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,20,Breast,White,Female,Dead,2014,2014,0,Dead +86,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,72,Negative,1,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +56,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2015,1,Dead +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +74,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Colon excluding Rectum,White,Female,Dead,2014,2015,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +71,20,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,65,Positive,24,Breast,White,Female,Dead,2014,2014,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,998,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,0,Breast,White,Female,Dead,2013,2016,3,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +60,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,6,Breast,White,Female,Dead,2013,2015,2,Dead +57,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,41,Negative,16,Breast,White,Female,Dead,2013,2014,1,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,1,Breast,White,Female,Dead,2014,2015,1,Dead +90,18,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Positive,19,Breast,White,Female,Dead,2014,2015,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2016,2,Dead +60,14,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,95,Negative,18,Corpus Uteri,White,Female,Dead,2014,2016,2,Dead +89,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,37,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +55,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,12,Negative,14,Breast,White,Female,Dead,2014,2014,0,Dead +80,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,42,Positive,14,Breast,White,Female,Dead,2014,2015,1,Dead +85,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,20,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +35,17,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,130,Negative,17,Breast,White,Female,Dead,2014,2016,2,Dead +48,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,52,Positive,1,Breast,White,Female,Dead,2014,2014,0,Dead +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,48,Negative,14,Breast,White,Female,Dead,2014,2016,2,Dead +73,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Ovary,White,Female,Dead,2014,2015,1,Dead +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,17,Breast,White,Female,Dead,2014,2015,1,Dead +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,4,Breast,White,Female,Dead,2014,2016,2,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,85,Borderline,0,Breast,White,Female,Dead,2014,2016,2,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Ovary,White,Female,Dead,2014,2016,2,Dead +76,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2016,2,Dead +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Positive,30,Breast,White,Female,Dead,2014,2016,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +61,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,10,Breast,White,Female,Dead,2014,2015,1,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Accidents and Adverse Effects,White,Female,Dead,2014,2015,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,33,Negative,0,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,7,Breast,White,Female,Dead,2014,2016,2,Dead +38,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,230,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,4,Breast,White,Female,Dead,2014,2015,1,Dead +79,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2013,0,Dead +27,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2013,3,Dead +53,97,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,54,Negative,96,Breast,White,Female,Dead,2014,2016,2,Dead +54,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,11,Breast,White,Female,Dead,2014,2015,1,Dead +38,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +64,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,7,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,6,Unknown,2,Breast,White,Female,Dead,2014,2016,2,Dead +53,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +94,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2013,2,Dead +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,150,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,0,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +58,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2013,1,Dead +89,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +81,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2013,2,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,2,Breast,White,Female,Dead,2014,2016,2,Dead +70,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2015,2015,0,Dead +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,95,Accidents and Adverse Effects,White,Female,Dead,2014,2015,1,Dead +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,90,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,56,Unknown,0,Breast,White,Female,Dead,2013,2014,1,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,38,Positive,1,Breast,White,Female,Dead,2014,2016,2,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,1,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +77,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +82,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,4,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +74,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,4,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Borderline,0,Pneumonia and Influenza,White,Female,Dead,2015,2015,0,Dead +32,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diabetes Mellitus,White,Female,Dead,2014,2016,2,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Positive,0,Pneumonia and Influenza,White,Female,Dead,2014,2014,0,Dead +79,10,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,13,Breast,White,Female,Dead,2014,2016,2,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,63,Unknown,0,Cerebrovascular Diseases,White,Female,Dead,2014,2014,0,Dead +85,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Borderline,1,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,25,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2014,2016,2,Dead +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,3,Breast,White,Female,Dead,2014,2016,2,Dead +82,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,97,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +56,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +60,1,1,Radioactive implants (includes brachytherapy) (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Breast,White,Female,Dead,2014,2015,1,Dead +64,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,88,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +93,21,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,30,Breast,White,Female,Dead,2014,2014,0,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2014,2014,0,Dead +54,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,90,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2014,0,Dead +55,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,7,Breast,White,Female,Dead,2014,2016,2,Dead +44,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +78,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +66,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,2,Septicemia,White,Female,Dead,2014,2016,2,Dead +47,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,29,Breast,White,Female,Dead,2015,2016,1,Dead +50,1,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Negative,40,Negative,3,Breast,White,Female,Dead,2015,2016,1,Dead +46,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,120,Negative,7,Breast,White,Female,Dead,2014,2015,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,0,Breast,White,Female,Dead,2014,2016,2,Dead +42,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +87,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,42,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +48,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,1,Breast,White,Female,Dead,2015,2016,1,Dead +81,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,5,Accidents and Adverse Effects,White,Female,Dead,2015,2015,0,Dead +84,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +91,10,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,12,Breast,White,Female,Dead,2014,2016,2,Dead +48,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,42,Negative,95,Breast,White,Female,Dead,2014,2014,0,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +64,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,19,Breast,White,Female,Dead,2014,2016,2,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Pneumonia and Influenza,White,Male,Dead,2014,2014,0,Dead +56,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,0,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2014,0,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,5,Hypertension without Heart Disease,White,Female,Dead,2014,2016,2,Dead +67,13,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,15,Breast,White,Female,Dead,2014,2015,1,Dead +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,12,Aortic Aneurysm and Dissection,White,Female,Dead,2014,2016,2,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2014,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +63,99,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2016,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2016,2,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Male,Dead,2014,2015,1,Dead +72,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +71,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Gallbladder,White,Female,Dead,2015,2016,1,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,17,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2015,2015,0,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,36,Positive,4,Breast,White,Female,Dead,2015,2016,1,Dead +91,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +65,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2014,2014,0,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,37,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2014,2,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2015,2016,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2015,2015,0,Dead +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,6,Positive,4,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +79,2,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Positive,3,Breast,White,Female,Dead,2015,2015,0,Dead +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +65,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +70,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +90,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2014,2,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +47,1,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,1,Breast,White,Female,Dead,2015,2016,1,Dead +82,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,95,Breast,White,Female,Dead,2014,2014,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +62,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,4,Breast,White,Female,Dead,2015,2016,1,Dead +66,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,130,Negative,1,Breast,White,Female,Dead,2015,2015,0,Dead +75,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2014,2,Dead +87,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2014,0,Dead +72,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +80,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +39,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,13,Breast,White,Female,Dead,2015,2016,1,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,2,Breast,White,Female,Dead,2015,2016,1,Dead +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,7,Pneumonia and Influenza,White,Female,Dead,2015,2016,1,Dead +86,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Borderline,14,Breast,White,Female,Dead,2016,2016,0,Dead +89,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +39,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,3,Breast,White,Female,Dead,2015,2016,1,Dead +57,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,140,Negative,95,Breast,White,Female,Dead,2015,2015,0,Dead +62,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,8,Breast,White,Female,Dead,2015,2016,1,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Breast,White,Female,Dead,2014,2016,2,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,3,Breast,White,Female,Dead,2016,2016,0,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2016,2016,0,Dead +38,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,64,Negative,12,Breast,White,Female,Dead,2015,2015,0,Dead +81,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,48,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +72,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,1,Breast,White,Female,Dead,2015,2015,0,Dead +73,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2016,1,Dead +64,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,6,Breast,White,Female,Dead,2015,2016,1,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,998,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +78,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,3,Breast,White,Female,Dead,2015,2016,1,Dead +54,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,85,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +88,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Septicemia,White,Female,Dead,2015,2015,0,Dead +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Positive,0,Diseases of Heart,White,Female,Dead,2016,2016,0,Dead +74,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +56,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Positive,95,Breast,White,Female,Dead,2016,2016,0,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Diabetes Mellitus,White,Female,Dead,2015,2016,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,130,Negative,8,Pneumonia and Influenza,White,Female,Dead,2015,2015,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,0,Other Cause of Death,White,Female,Dead,2014,2015,1,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2015,2016,1,Dead +37,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,3,Breast,White,Female,Dead,2015,2016,1,Dead +53,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,84,Unknown,0,Breast,White,Female,Dead,2015,2015,0,Dead +69,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2015,2015,0,Dead +93,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +88,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +96,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +83,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2015,0,Dead +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,1,Chronic Liver Disease and Cirrhosis,White,Male,Dead,2015,2016,1,Dead +88,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2015,2015,0,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Cerebrovascular Diseases,White,Female,Dead,2016,2016,0,Dead +45,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,17,Breast,White,Female,Dead,2016,2016,0,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,4,Breast,White,Female,Dead,2016,2016,0,Dead +76,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +63,13,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,13,Breast,White,Female,Dead,2015,2016,1,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,48,Positive,0,Breast,White,Female,Dead,2015,2016,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +79,16,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,16,Breast,White,Female,Dead,2016,2016,0,Dead +69,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +75,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,Blank(s),Negative,7,Acute Myeloid Leukemia,White,Female,Dead,2016,2016,0,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Positive,0,Breast,White,Female,Dead,2016,2016,0,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +92,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,8,Breast,White,Female,Dead,2016,2016,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2016,2016,0,Dead +62,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Breast,White,Female,Dead,2015,2016,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Male,Dead,2016,2016,0,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +90,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2016,1,Dead +83,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2016,3,Dead +81,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Chronic Obstructive Pulmonary Disease and Allied Cond,Unknown,Female,Dead,2016,2016,0,Dead +70,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2016,4,Dead +93,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2015,2016,1,Dead +97,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2016,6,Alive +51,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,17,Alive,White,Female,Alive,2010,2015,5,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +92,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,26,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Diseases of Heart,Black,Female,Dead,2010,2013,3,Dead +44,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Accidents and Adverse Effects,Black,Female,Dead,2010,2015,5,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +53,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,990,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Positive,19,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,9,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +67,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,16,Alive,Black,Female,Alive,2010,2015,5,Alive +70,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,10,Breast,Black,Female,Dead,2010,2011,1,Dead +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,16,Breast,White,Female,Dead,2010,2011,1,Dead +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Other Cause of Death,White,Female,Dead,2010,2010,0,Dead +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Borderline,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +76,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,2,Negative,23,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +77,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,42,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +40,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,65,Negative,21,Breast,White,Female,Dead,2010,2015,5,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,20,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +57,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,100,Negative,98,Breast,Black,Female,Dead,2010,2010,0,Dead +69,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +40,4,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,15,Alive,Black,Female,Alive,2010,2015,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,996,Negative,0,Alive,Black,Female,Alive,2010,2015,5,Alive +56,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Breast,Black,Female,Dead,2010,2013,3,Dead +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,98,Alive,Black,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Borderline,0,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,18,Positive,14,Breast,Black,Female,Dead,2010,2012,2,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,260,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +37,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +53,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,95,Breast,White,Female,Dead,2010,2016,6,Alive +82,4,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,16,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +41,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +56,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Borderline,2,Alive,Black,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,0,Breast,Black,Female,Dead,2010,2010,0,Dead +84,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,9,Diseases of Heart,Black,Female,Dead,2010,2016,6,Alive +77,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +60,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Breast,Black,Female,Dead,2010,2012,2,Dead +52,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,95,Breast,Black,Female,Dead,2010,2016,6,Alive +32,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +32,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +78,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +32,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,18,Breast,Black,Female,Dead,2010,2015,5,Dead +32,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,2,Positive,19,Breast,Black,Female,Dead,2010,2012,2,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,3,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +71,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,12,Positive,2,Breast,White,Female,Dead,2010,2013,3,Dead +61,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,64,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,1,Ovary,Black,Female,Dead,2010,2015,5,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Positive,3,Alive,Black,Female,Alive,2010,2016,6,Alive +53,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +56,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,95,Breast,Black,Female,Dead,2010,2014,4,Dead +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,32,Positive,2,Other Cause of Death,Black,Female,Dead,2010,2015,5,Dead +33,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,24,Breast,Black,Female,Dead,2010,2016,6,Alive +43,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,74,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +67,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2010,2010,0,Dead +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,8,Alive,White,Female,Alive,2010,2015,5,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,19,Positive,5,Alive,Black,Female,Alive,2010,2016,6,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,49,Positive,16,Miscellaneous Malignant Cancer,Black,Male,Dead,2010,2015,5,Dead +59,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,13,Breast,Black,Female,Dead,2010,2012,2,Dead +61,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,11,Breast,Black,Female,Dead,2010,2016,6,Alive +88,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,21,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,9,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,20,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +47,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Positive,11,Alive,Black,Female,Alive,2010,2016,6,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Other Cause of Death,Black,Female,Dead,2010,2011,1,Dead +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +58,26,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,31,Alive,White,Female,Alive,2010,2016,6,Alive +41,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +80,14,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,15,Breast,White,Female,Dead,2010,2011,1,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,36,Negative,10,Pneumonia and Influenza,Black,Female,Dead,2010,2012,2,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,55,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,37,Negative,18,Breast,White,Female,Dead,2010,2012,2,Dead +75,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,Black,Male,Alive,2010,2016,6,Alive +47,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Borderline,Negative,58,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +76,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2010,2010,0,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,39,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,13,Breast,White,Female,Dead,2010,2013,3,Dead +72,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +84,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Acute Myeloid Leukemia,Black,Female,Dead,2010,2010,0,Dead +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,77,Negative,25,Alive,Black,Female,Alive,2010,2016,6,Alive +59,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,999,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,998,Negative,0,Breast,Black,Female,Dead,2010,2010,0,Dead +55,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,95,Breast,Black,Female,Dead,2010,2011,1,Dead +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +52,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,95,Breast,Black,Female,Dead,2010,2010,0,Dead +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +26,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +61,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,14,Alive,Black,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Breast,White,Female,Dead,2010,2011,1,Dead +62,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,995,Negative,14,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +37,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Borderline,19,Alive,Black,Female,Alive,2010,2016,6,Alive +83,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +28,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,15,Alive,Black,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +80,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +48,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +34,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,14,Alive,Black,Female,Alive,2010,2016,6,Alive +76,0,2,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,14,Negative,1,Colon excluding Rectum,White,Female,Dead,2010,2016,6,Alive +49,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +45,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,23,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,3,Breast,Black,Female,Dead,2010,2014,4,Dead +90,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,7,Diseases of Heart,White,Female,Dead,2010,2016,6,Alive +47,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,15,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Unknown,0,Alive,Black,Female,Alive,2010,2016,6,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2010,2012,2,Dead +51,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +44,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,27,Alive,Black,Female,Alive,2010,2016,6,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +39,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +31,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +86,95,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,998,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,Black,Female,Dead,2010,2010,0,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Borderline,6,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,23,Alive,White,Female,Alive,2010,2015,5,Alive +39,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,7,Breast,White,Female,Dead,2010,2013,3,Dead +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +55,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,19,Positive,21,Alive,Black,Female,Alive,2010,2016,6,Alive +63,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2012,2,Dead +65,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,13,Chronic Liver Disease and Cirrhosis,Black,Female,Dead,2010,2015,5,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2011,1,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,1,Breast,Black,Female,Dead,2010,2011,1,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +62,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Borderline,6,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2013,3,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,5,Alive,White,Female,Alive,2010,2015,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,75,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,21,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +50,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +46,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +54,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,21,Breast,Black,Female,Dead,2010,2012,2,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,1,Other Infectious and Parasitic Diseases including HIV,Black,Female,Dead,2010,2012,2,Dead +49,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,2,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,3,Alive,Black,Female,Alive,2010,2016,6,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,25,Alive,Black,Female,Alive,2010,2016,6,Alive +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,52,Negative,29,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Borderline,Borderline,12,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +56,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2010,2011,1,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Borderline,0,Other Cause of Death,Black,Female,Dead,2010,2011,1,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +63,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +34,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +99,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Cerebrovascular Diseases,Black,Female,Dead,2010,2010,0,Dead +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,2,Alive,Black,Female,Alive,2010,2015,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,6,Positive,4,Breast,Black,Female,Dead,2010,2012,2,Dead +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +31,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,95,Negative,13,Alive,Black,Female,Alive,2010,2016,6,Alive +55,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +85,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Borderline,4,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +81,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Positive,8,Breast,Black,Female,Dead,2010,2014,4,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,120,Negative,1,Breast,Black,Female,Dead,2010,2011,1,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +75,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +56,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,99,Breast,Black,Female,Dead,2010,2011,1,Dead +53,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +82,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2010,2016,6,Alive +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +51,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,42,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,42,Borderline,3,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,12,Brain and Other Nervous System,White,Female,Dead,2010,2013,3,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Unknown,12,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +29,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +56,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,26,Unknown,7,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,12,Alive,Black,Female,Alive,2010,2016,6,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Borderline,7,Alive,White,Female,Alive,2010,2016,6,Alive +36,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,3,Breast,White,Female,Dead,2010,2014,4,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Positive,3,Breast,White,Female,Dead,2010,2014,4,Dead +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +39,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +30,0,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,16,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,3,Breast,Black,Female,Dead,2010,2012,2,Dead +40,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Borderline,19,Alive,White,Female,Alive,2010,2016,6,Alive +42,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,24,Alive,Black,Female,Alive,2010,2016,6,Alive +57,0,2,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Negative,Negative,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,8,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Positive,Negative,20,Positive,8,Alive,Black,Female,Alive,2010,2015,5,Alive +82,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,1,Breast,Black,Female,Dead,2010,2011,1,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Borderline,2,Alive,Black,Female,Alive,2010,2016,6,Alive +38,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,12,Breast,Black,Female,Dead,2010,2013,3,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Diseases of Heart,Black,Female,Dead,2010,2016,6,Alive +34,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +77,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,17,Other Cause of Death,Black,Female,Dead,2010,2016,6,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +55,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Unknown,0,Alive,Black,Female,Alive,2010,2016,6,Alive +78,98,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +35,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,24,Alive,Black,Female,Alive,2010,2016,6,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +34,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +48,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,140,Positive,0,Breast,Black,Female,Dead,2010,2012,2,Dead +69,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,45,Positive,0,Breast,Black,Female,Dead,2010,2010,0,Dead +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,99,Other Cause of Death,Black,Female,Dead,2010,2011,1,Dead +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Diabetes Mellitus,Black,Female,Dead,2010,2015,5,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,30,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +58,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,0,Breast,Black,Female,Dead,2010,2014,4,Dead +44,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,14,Alive,Black,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,59,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +35,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,103,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,5,Breast,Black,Female,Dead,2010,2014,4,Dead +44,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,59,Negative,1,Breast,White,Female,Dead,2010,2013,3,Dead +61,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,4,Breast,Black,Female,Dead,2010,2010,0,Dead +68,1,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,5,Pancreas,Black,Female,Dead,2010,2015,5,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,0,Breast,Black,Female,Dead,2010,2013,3,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,2,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Negative,Negative,35,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +18,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,Black,Female,Alive,2010,2016,6,Alive +72,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +46,21,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Positive,21,Breast,White,Female,Dead,2010,2012,2,Dead +50,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +40,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +55,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,95,Breast,White,Female,Dead,2010,2010,0,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,60,Negative,5,Breast,Black,Female,Dead,2010,2014,4,Dead +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,95,Breast,Black,Female,Dead,2010,2012,2,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,13,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +38,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,58,Negative,95,Other Infectious and Parasitic Diseases including HIV,Black,Female,Dead,2010,2010,0,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,98,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Other Cause of Death,Black,Female,Dead,2010,2011,1,Dead +45,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +74,15,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Borderline,5,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +52,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,19,Alive,Black,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,43,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2010,2015,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,3,Breast,White,Female,Dead,2010,2016,6,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,10,Alive,White,Female,Alive,2010,2015,5,Alive +48,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,9,Breast,White,Female,Dead,2010,2016,6,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,5,Breast,Black,Male,Dead,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,2,Septicemia,White,Female,Dead,2010,2012,2,Dead +45,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +53,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,55,Negative,14,Alive,White,Male,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,17,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,38,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +48,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,13,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Borderline,11,Alive,White,Female,Alive,2010,2016,6,Alive +59,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +38,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +61,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +53,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Borderline,95,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +40,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Positive,13,Alive,Black,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,9,Alive,White,Female,Alive,2010,2015,5,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Borderline,0,Breast,Black,Female,Dead,2010,2012,2,Dead +86,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Borderline,0,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +49,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +73,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,95,Breast,Black,Female,Dead,2010,2011,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Borderline,4,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Accidents and Adverse Effects,White,Female,Dead,2010,2011,1,Dead +52,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +63,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,22,Alive,Black,Female,Alive,2010,2016,6,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Diseases of Heart,Black,Female,Dead,2010,2015,5,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +43,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,95,Breast,Black,Female,Dead,2010,2015,5,Dead +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +63,28,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,30,Breast,Black,Female,Dead,2010,2012,2,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,3,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,95,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +83,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,15,Pneumonia and Influenza,White,Female,Dead,2010,2014,4,Dead +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Borderline,8,Alive,White,Female,Alive,2010,2016,6,Alive +81,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,9,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Male,Dead,2010,2016,6,Alive +43,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,53,Borderline,0,Other Cause of Death,Black,Female,Dead,2010,2011,1,Dead +64,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,17,Breast,Black,Female,Dead,2010,2015,5,Dead +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +61,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,95,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Breast,White,Female,Dead,2010,2016,6,Alive +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,State DC not available or state DC available but no COD,Black,Female,Dead,2010,2010,0,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,16,Alive,Black,Male,Alive,2010,2016,6,Alive +56,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +88,2,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,22,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +36,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,1,Breast,Black,Female,Dead,2010,2012,2,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,7,Alive,Black,Female,Alive,2010,2016,6,Alive +22,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +64,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +45,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,37,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,59,Negative,23,Breast,Black,Female,Dead,2010,2011,1,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Other Infectious and Parasitic Diseases including HIV,White,Female,Dead,2010,2012,2,Dead +44,0,1,Beam radiation,Yes,Radiation prior to surgery,Borderline,Negative,60,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,98,Breast,Black,Female,Dead,2010,2014,4,Dead +45,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,19,Alive,Black,Female,Alive,2010,2016,6,Alive +73,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,95,Breast,White,Female,Dead,2010,2010,0,Dead +37,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Borderline,5,Alive,White,Female,Alive,2010,2016,6,Alive +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +76,13,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,18,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,5,Breast,White,Female,Dead,2010,2015,5,Dead +71,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,14,Breast,Black,Female,Dead,2010,2012,2,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Positive,6,Alive,White,Female,Alive,2010,2015,5,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Borderline,4,Alive,Black,Female,Alive,2010,2016,6,Alive +42,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Borderline,22,Alive,Black,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,28,Negative,18,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +35,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,992,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,990,Unknown,4,Alive,Black,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +39,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Positive,5,Alive,White,Female,Alive,2010,2015,5,Alive +58,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,73,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +45,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Breast,Black,Female,Dead,2010,2011,1,Dead +61,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +81,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,4,Breast,Black,Female,Dead,2010,2012,2,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +69,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,40,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,54,Positive,20,Alive,Black,Female,Alive,2010,2016,6,Alive +66,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,14,Alive,Black,Female,Alive,2010,2016,6,Alive +41,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,14,Breast,White,Female,Dead,2010,2013,3,Dead +83,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,0,Breast,Black,Female,Dead,2010,2011,1,Dead +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +65,16,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,16,Breast,Black,Female,Dead,2010,2010,0,Dead +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,1,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,14,Alive,Black,Female,Alive,2010,2016,6,Alive +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,13,Alive,White,Female,Alive,2010,2016,6,Alive +36,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Borderline,7,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +43,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +77,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,62,Borderline,8,Breast,White,Female,Dead,2010,2011,1,Dead +34,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,49,Positive,26,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +69,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Other Cause of Death,Black,Female,Dead,2010,2014,4,Dead +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,20,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,1,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,150,Positive,0,Breast,Black,Female,Dead,2010,2013,3,Dead +86,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,997,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,23,Alive,White,Female,Alive,2010,2016,6,Alive +56,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,40,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +36,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +56,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +75,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,21,Alive,Black,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,23,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,1,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2010,2011,1,Dead +68,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,0,Diseases of Heart,Black,Female,Dead,2010,2011,1,Dead +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Pneumonia and Influenza,White,Female,Dead,2010,2013,3,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Male,Alive,2010,2016,6,Alive +51,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,24,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,0,Alive,White,Male,Alive,2010,2016,6,Alive +39,1,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,70,Positive,16,Alive,Black,Female,Alive,2010,2015,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +72,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,0,Other Cause of Death,Black,Female,Dead,2010,2012,2,Dead +73,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,5,Alive,Black,Female,Alive,2010,2016,6,Alive +68,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +53,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,75,Negative,11,Breast,Black,Female,Dead,2010,2013,3,Dead +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +67,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Breast,White,Female,Dead,2010,2016,6,Alive +65,8,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Borderline,Negative,30,Positive,14,Breast,Black,Female,Dead,2010,2016,6,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +35,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,95,Breast,Black,Female,Dead,2010,2012,2,Dead +58,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +31,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,1,Breast,Black,Female,Dead,2010,2013,3,Dead +51,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,95,Breast,Black,Female,Dead,2010,2012,2,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +82,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +54,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Other Cause of Death,Black,Female,Dead,2010,2011,1,Dead +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Borderline,1,Cerebrovascular Diseases,White,Female,Dead,2010,2016,6,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,19,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,6,Breast,White,Female,Dead,2010,2010,0,Dead +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,5,Alive,Black,Female,Alive,2010,2016,6,Alive +43,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,6,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Borderline,5,Alive,Black,Female,Alive,2010,2016,6,Alive +33,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Positive,7,Alive,Unknown,Female,Alive,2010,2016,6,Alive +67,3,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,62,Borderline,13,Intrahepatic Bile Duct,White,Female,Dead,2010,2016,6,Alive +54,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +64,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,5,Alive,Black,Female,Alive,2010,2016,6,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,27,Alive,White,Female,Alive,2010,2016,6,Alive +63,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,6,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,80,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +67,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Unknown,8,Alive,Black,Female,Alive,2010,2016,6,Alive +34,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +35,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Borderline,95,Alive,White,Female,Alive,2010,2016,6,Alive +41,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,7,Breast,White,Female,Dead,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,23,Alive,Black,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,White,Female,Dead,2010,2015,5,Dead +47,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +67,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +61,1,2,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,16,Unknown,17,Alive,White,Female,Alive,2010,2016,6,Alive +64,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Pneumonia and Influenza,White,Female,Dead,2010,2014,4,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,1,Septicemia,White,Female,Dead,2010,2014,4,Dead +32,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,91,Negative,10,Breast,Black,Female,Dead,2010,2012,2,Dead +88,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,45,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,White,Female,Dead,2010,2010,0,Dead +48,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +58,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Borderline,4,Alive,Black,Female,Alive,2010,2016,6,Alive +76,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,11,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +63,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +81,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2015,5,Dead +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +50,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,9,Breast,Black,Female,Dead,2010,2012,2,Dead +31,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Other Cause of Death,White,Female,Dead,2010,2014,4,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +48,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,12,Breast,Black,Female,Dead,2010,2011,1,Dead +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +37,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,19,Positive,13,Alive,Black,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +63,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,22,Alive,Black,Female,Alive,2010,2016,6,Alive +49,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +40,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +67,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Positive,17,Alive,Black,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +32,1,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,1,Breast,Black,Female,Dead,2010,2011,1,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +43,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2010,2011,1,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +83,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Unknown,1,Alive,Black,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Positive,0,Breast,Black,Female,Dead,2010,2016,6,Alive +68,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Positive,11,Alive,Black,Female,Alive,2010,2016,6,Alive +41,12,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Positive,18,Breast,Black,Female,Dead,2010,2012,2,Dead +71,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +36,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,17,Unknown,0,Diabetes Mellitus,Black,Female,Dead,2010,2015,5,Dead +52,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,95,Alive,Black,Female,Alive,2010,2016,6,Alive +46,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Borderline,6,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +47,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +88,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,990,Unknown,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,5,Breast,White,Female,Dead,2010,2013,3,Dead +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +47,98,2,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,60,Unknown,0,Alive,Black,Female,Alive,2010,2016,6,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Male,Alive,2010,2016,6,Alive +72,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Diseases of Heart,White,Female,Dead,2010,2011,1,Dead +46,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +36,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +78,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,31,Negative,6,Breast,White,Female,Dead,2010,2012,2,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Diabetes Mellitus,Black,Female,Dead,2010,2016,6,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +50,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,44,Negative,28,Breast,White,Female,Dead,2010,2014,4,Dead +52,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Colon excluding Rectum,White,Female,Dead,2010,2013,3,Dead +56,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,14,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,0,Breast,White,Female,Dead,2010,2012,2,Dead +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +31,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,13,Breast,Black,Female,Dead,2010,2011,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +83,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,12,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Diseases of Heart,Black,Female,Dead,2010,2014,4,Dead +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +80,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,45,Negative,3,Other Cause of Death,White,Female,Dead,2010,2016,6,Alive +69,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +56,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,110,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,37,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +32,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +51,12,1,Beam radiation,No/Unknown,Radiation before and after surgery,Positive,Positive,110,Negative,12,Breast,White,Female,Dead,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Unknown,0,Diseases of Heart,Black,Female,Dead,2010,2016,6,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,14,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Borderline,0,Breast,Black,Female,Dead,2010,2010,0,Dead +52,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,9,Breast,Black,Female,Dead,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,2,Other Cause of Death,Black,Female,Dead,2010,2010,0,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Septicemia,White,Female,Dead,2010,2013,3,Dead +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +49,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,990,Negative,95,Alive,Black,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,1,Breast,White,Female,Dead,2010,2010,0,Dead +77,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Positive,0,Breast,White,Female,Dead,2010,2012,2,Dead +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +63,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +34,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,6,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,14,Breast,Black,Female,Dead,2010,2016,6,Alive +57,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +32,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2015,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,27,Alive,Black,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Intraoperative radiation,Positive,Negative,40,Negative,1,Breast,Black,Female,Dead,2010,2014,4,Dead +39,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +65,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,12,Alive,Black,Female,Alive,2010,2016,6,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,30,Positive,11,Alive,Black,Female,Alive,2010,2016,6,Alive +58,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,95,Breast,Black,Female,Dead,2010,2016,6,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,22,Alive,White,Female,Alive,2010,2016,6,Alive +44,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,0,Breast,Black,Female,Dead,2010,2014,4,Dead +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +63,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,95,Brain and Other Nervous System,White,Female,Dead,2010,2014,4,Dead +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +41,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,20,Borderline,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +47,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,3,Borderline,1,Alive,White,Female,Alive,2010,2015,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,6,Breast,White,Female,Dead,2010,2014,4,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Positive,14,Alive,Black,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,33,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,11,Diseases of Heart,White,Female,Dead,2010,2012,2,Dead +63,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +60,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,80,Borderline,0,Breast,White,Female,Dead,2010,2011,1,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +29,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,46,Positive,0,Alive,Black,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +75,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,7,Hypertension without Heart Disease,White,Female,Dead,2010,2012,2,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,13,Other Cause of Death,Black,Female,Dead,2010,2011,1,Dead +61,20,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Borderline,23,Breast,White,Female,Dead,2010,2016,6,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,14,Alive,White,Female,Alive,2010,2016,6,Alive +32,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,15,Alive,Black,Female,Alive,2010,2016,6,Alive +84,11,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,30,Negative,28,Breast,White,Female,Dead,2010,2014,4,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,17,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,State DC not available or state DC available but no COD,Black,Female,Dead,2010,2010,0,Dead +42,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,11,Alive,Black,Female,Alive,2010,2015,5,Alive +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Lung and Bronchus,Black,Female,Dead,2010,2014,4,Dead +28,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,5,Unknown,2,Alive,Black,Female,Alive,2010,2016,6,Alive +29,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,45,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +66,15,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Positive,19,Brain and Other Nervous System,Black,Female,Dead,2010,2011,1,Dead +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,2,Breast,Black,Female,Dead,2010,2012,2,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +46,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,2,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,19,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +60,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,8,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Positive,4,Alive,White,Female,Alive,2010,2016,6,Alive +41,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +39,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +45,17,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,23,Breast,White,Female,Dead,2010,2011,1,Dead +46,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,3,Lung and Bronchus,Black,Female,Dead,2010,2013,3,Dead +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +52,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,130,Negative,6,Breast,Black,Female,Dead,2010,2013,3,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Positive,4,Alive,Black,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +65,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,45,Unknown,33,Breast,White,Female,Dead,2010,2012,2,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +67,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,14,Brain and Other Nervous System,White,Female,Dead,2010,2014,4,Dead +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,5,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Male,Alive,2010,2016,6,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,10,Alive,Black,Female,Alive,2010,2016,6,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,19,Unknown,0,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Breast,Black,Female,Dead,2010,2011,1,Dead +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,0,Breast,Black,Female,Dead,2010,2011,1,Dead +83,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Unknown,95,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +60,95,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Positive,95,Alive,Black,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Positive,6,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +32,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +54,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Positive,10,Alive,White,Female,Alive,2010,2016,6,Alive +45,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +34,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,15,Alive,Black,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +52,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,8,Breast,White,Female,Dead,2010,2014,4,Dead +53,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2010,2015,5,Dead +60,5,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +68,5,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +46,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Borderline,95,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +93,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,37,Negative,3,Other Cause of Death,Black,Female,Dead,2010,2014,4,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,83,Negative,16,Breast,Black,Female,Dead,2010,2012,2,Dead +67,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2010,2015,5,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +40,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation before and after surgery,Negative,Negative,26,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +40,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Positive,2,Breast,Black,Female,Dead,2010,2013,3,Dead +31,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +58,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,0,Breast,White,Female,Dead,2010,2014,4,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +41,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2010,2016,6,Alive +53,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,200,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +70,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,2,Breast,Black,Female,Dead,2010,2013,3,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,6,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,6,Alive,Black,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Unknown,25,Alive,Black,Female,Alive,2010,2015,5,Alive +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,98,Alive,Black,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +52,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,11,Alive,White,Female,Alive,2010,2015,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +40,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +55,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,7,Breast,White,Female,Dead,2010,2015,5,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,2,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,990,Unknown,10,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,7,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,220,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +80,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,4,Accidents and Adverse Effects,White,Female,Dead,2010,2013,3,Dead +50,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +63,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +58,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Borderline,0,Breast,Black,Female,Dead,2010,2013,3,Dead +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Other Infectious and Parasitic Diseases including HIV,Black,Female,Dead,2010,2014,4,Dead +54,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +54,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,9,Breast,White,Female,Dead,2010,2013,3,Dead +87,99,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,99,Lung and Bronchus,White,Female,Dead,2011,2015,4,Dead +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Positive,7,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +34,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +47,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,10,Breast,Black,Female,Dead,2010,2016,6,Alive +59,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +62,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Positive,19,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,16,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,5,Alive,White,Female,Alive,2010,2015,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +57,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,34,Unknown,99,Alive,Black,Female,Alive,2010,2016,6,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,Black,Male,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,0,Alive,Black,Female,Alive,2010,2016,6,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,19,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +57,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,4,Accidents and Adverse Effects,White,Female,Dead,2010,2015,5,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Unknown,95,Alive,White,Female,Alive,2010,2016,6,Alive +61,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Unknown,3,Alive,White,Female,Alive,2010,2016,6,Alive +75,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,17,Alive,White,Female,Alive,2010,2016,6,Alive +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +69,99,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Negative,99,Colon excluding Rectum,White,Female,Dead,2010,2010,0,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,9,Alive,Black,Female,Alive,2010,2016,6,Alive +61,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,Black,Female,Alive,2010,2016,6,Alive +59,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,6,Borderline,9,Alive,Black,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +46,2,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,19,Breast,Black,Female,Dead,2010,2016,6,Alive +28,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,31,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +57,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,15,Alive,White,Female,Alive,2010,2016,6,Alive +60,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,8,Negative,4,Accidents and Adverse Effects,White,Female,Dead,2010,2016,6,Alive +59,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Borderline,10,Alive,White,Female,Alive,2010,2016,6,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,9,Miscellaneous Malignant Cancer,White,Female,Dead,2010,2016,6,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +31,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Positive,2,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +27,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,12,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Borderline,4,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +35,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +45,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,95,Breast,White,Female,Dead,2010,2012,2,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,16,Alive,Black,Female,Alive,2010,2015,5,Alive +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +52,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Positive,0,Breast,Black,Female,Dead,2010,2013,3,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,3,Breast,White,Female,Dead,2010,2016,6,Alive +86,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Positive,13,Alive,Black,Female,Alive,2010,2016,6,Alive +55,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,41,Negative,17,Breast,White,Female,Dead,2010,2014,4,Dead +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,57,Negative,5,Breast,Black,Female,Dead,2010,2016,6,Alive +51,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,22,Alive,White,Female,Alive,2010,2016,6,Alive +62,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,39,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +68,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,12,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Borderline,0,Alive,Black,Female,Alive,2010,2016,6,Alive +50,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,9,Breast,White,Female,Dead,2010,2015,5,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +70,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,Black,Female,Dead,2010,2012,2,Dead +47,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,18,Septicemia,Black,Female,Dead,2010,2012,2,Dead +44,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +40,98,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,0,Alive,Black,Female,Alive,2010,2016,6,Alive +62,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,12,Unknown,0,Other Cause of Death,Black,Female,Dead,2010,2016,6,Alive +93,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Myeloma,Black,Female,Dead,2010,2015,5,Dead +38,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Positive,0,Alive,Black,Female,Alive,2010,2016,6,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,8,Borderline,5,Alive,White,Female,Alive,2010,2016,6,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +58,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,150,Unknown,95,Breast,Black,Female,Dead,2010,2012,2,Dead +41,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,130,Negative,13,Breast,White,Female,Dead,2010,2012,2,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,3,Alive,White,Female,Alive,2010,2016,6,Alive +58,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,15,Diseases of Heart,White,Female,Dead,2010,2013,3,Dead +48,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Positive,21,Alive,White,Female,Alive,2010,2016,6,Alive +57,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,98,Breast,Black,Female,Dead,2010,2010,0,Dead +74,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,5,Breast,White,Female,Dead,2010,2014,4,Dead +67,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,53,Negative,0,Breast,White,Female,Dead,2010,2014,4,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,1,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2015,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +67,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,4,Alive,White,Female,Alive,2010,2015,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,13,Unknown,3,Alive,Black,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Positive,8,Breast,Black,Female,Dead,2010,2014,4,Dead +38,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,59,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,53,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +52,10,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,15,Alive,White,Female,Alive,2010,2016,6,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,110,Unknown,0,Breast,Black,Female,Dead,2010,2010,0,Dead +76,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,10,Alive,Black,Female,Alive,2010,2016,6,Alive +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,12,Diabetes Mellitus,White,Female,Dead,2010,2016,6,Alive +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,White,Female,Dead,2010,2013,3,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,Black,Female,Dead,2010,2015,5,Dead +42,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,43,Negative,4,Breast,White,Female,Dead,2011,2014,3,Dead +38,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Negative,8,Breast,Black,Female,Dead,2011,2015,4,Dead +42,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,10,Breast,Black,Female,Dead,2011,2012,1,Dead +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +61,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +62,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,10,Breast,Black,Female,Dead,2011,2016,5,Dead +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,2,Alive,Black,Female,Alive,2010,2016,6,Alive +50,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,Black,Female,Alive,2010,2015,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +30,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,8,State DC not available or state DC available but no COD,Black,Female,Dead,2011,2012,1,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +86,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,3,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +53,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,7,Breast,Black,Female,Dead,2011,2013,2,Dead +66,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,16,Miscellaneous Malignant Cancer,Black,Female,Dead,2011,2016,5,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,7,Alive,Black,Female,Alive,2010,2016,6,Alive +52,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,21,Alive,Black,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Positive,17,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Pancreas,White,Female,Dead,2011,2016,5,Dead +48,95,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,63,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +43,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,33,Alive,Black,Female,Alive,2010,2016,6,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +56,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +53,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,32,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +36,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,87,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,1,Breast,Black,Female,Dead,2011,2013,2,Dead +60,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +35,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,84,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +75,2,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,14,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +49,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Unknown,16,Alive,Unknown,Female,Alive,2011,2016,5,Alive +71,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,75,Negative,10,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,59,Positive,0,Breast,Black,Female,Dead,2010,2011,1,Dead +47,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,10,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,0,Breast,Black,Female,Dead,2010,2016,6,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Alive,Black,Female,Alive,2010,2016,6,Alive +42,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +24,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Positive,14,Alive,Black,Female,Alive,2011,2016,5,Alive +52,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +37,10,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,12,Breast,Black,Female,Dead,2010,2013,3,Dead +33,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +69,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +28,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +76,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,58,Negative,14,Breast,Black,Female,Dead,2011,2014,3,Dead +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Positive,0,Alive,Black,Female,Alive,2010,2016,6,Alive +39,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,5,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +67,1,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,14,Alive,Black,Female,Alive,2010,2016,6,Alive +75,0,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +72,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,16,Breast,White,Female,Dead,2011,2016,5,Dead +61,8,2,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,170,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,14,Alive,Black,Female,Alive,2010,2016,6,Alive +49,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Positive,21,Alive,Black,Female,Alive,2011,2016,5,Alive +53,7,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,25,Breast,Black,Female,Dead,2011,2013,2,Dead +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +73,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,99,Other Cause of Death,White,Female,Dead,2011,2011,0,Dead +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,10,Breast,Black,Female,Dead,2010,2014,4,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,1,Alive,Black,Female,Alive,2010,2016,6,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +38,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,95,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +49,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +58,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,56,Positive,95,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +66,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,14,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Unknown,2,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +30,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,11,Alive,Black,Female,Alive,2010,2016,6,Alive +45,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +77,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,16,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +40,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,4,Alive,Black,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +37,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,18,Alive,White,Female,Alive,2010,2016,6,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +54,13,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,26,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Negative,Negative,65,Positive,4,Breast,White,Female,Dead,2011,2012,1,Dead +74,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,9,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +77,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +72,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Unknown,0,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +40,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,20,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +32,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,3,Alive,Black,Female,Alive,2011,2016,5,Alive +42,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Lung and Bronchus,Black,Female,Dead,2011,2014,3,Dead +50,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,1,Borderline,1,Alive,White,Female,Alive,2010,2016,6,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Positive,17,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,26,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,95,Alive,White,Female,Alive,2010,2016,6,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,Black,Female,Alive,2010,2016,6,Alive +57,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,3,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +44,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Borderline,12,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,4,Diabetes Mellitus,White,Male,Dead,2011,2014,3,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,State DC not available or state DC available but no COD,White,Female,Dead,2011,2013,2,Dead +49,98,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,998,Negative,0,Breast,Black,Female,Dead,2010,2011,1,Dead +54,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,0,Negative,98,Alive,Black,Female,Alive,2010,2016,6,Alive +66,14,3,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,14,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +59,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,0,Alive,Black,Female,Alive,2011,2016,5,Alive +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,4,Other Cause of Death,Black,Female,Dead,2010,2015,5,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,1,Alive,White,Female,Alive,2010,2016,6,Alive +84,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,11,Diseases of Heart,White,Female,Dead,2010,2015,5,Dead +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,10,Breast,White,Female,Dead,2010,2015,5,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Borderline,3,Alive,Black,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Aortic Aneurysm and Dissection,White,Female,Dead,2010,2015,5,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,8,Alive,Black,Female,Alive,2010,2016,6,Alive +79,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2010,2013,3,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,8,Alive,White,Female,Alive,2010,2016,6,Alive +54,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,20,Alive,White,Female,Alive,2010,2016,6,Alive +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +45,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,22,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,999,Unknown,4,Alive,Black,Female,Alive,2011,2016,5,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,0,Liver,White,Female,Dead,2011,2013,2,Dead +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +41,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Positive,0,Breast,Black,Female,Dead,2010,2011,1,Dead +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +67,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +37,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,20,Unknown,0,Breast,Black,Female,Dead,2011,2011,0,Dead +67,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +84,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Brain and Other Nervous System,White,Female,Dead,2011,2016,5,Dead +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,40,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +68,16,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,2,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,3,Alive,Black,Female,Alive,2010,2016,6,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,990,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,35,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,13,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,0,Breast,Black,Female,Dead,2011,2013,2,Dead +84,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,1,Positive,95,Breast,White,Female,Dead,2010,2012,2,Dead +73,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +44,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,49,Positive,0,Breast,Black,Female,Dead,2010,2011,1,Dead +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2010,2015,5,Alive +56,3,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,13,Alive,White,Female,Alive,2010,2016,6,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Other Infectious and Parasitic Diseases including HIV,Black,Female,Dead,2010,2011,1,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +40,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +39,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,113,Positive,5,Breast,White,Female,Dead,2011,2013,2,Dead +51,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,95,Breast,White,Female,Dead,2010,2013,3,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +77,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +36,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,27,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,3,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,30,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,25,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +41,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,10,Breast,Black,Female,Dead,2010,2015,5,Dead +69,97,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,2,Negative,33,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2010,2016,6,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,6,Breast,White,Female,Dead,2011,2012,1,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Borderline,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,150,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +46,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Positive,8,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,1,Breast,Black,Female,Dead,2011,2011,0,Dead +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Lung and Bronchus,Black,Female,Dead,2011,2016,5,Dead +54,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,23,Alive,Black,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,0,Breast,Black,Female,Dead,2011,2011,0,Dead +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Unknown,6,Alive,Black,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,24,Positive,17,Alive,Black,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Breast,White,Female,Dead,2010,2011,1,Dead +35,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +62,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +59,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Positive,95,Breast,Black,Female,Dead,2011,2013,2,Dead +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,32,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +68,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,Black,Female,Dead,2011,2013,2,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +47,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +43,3,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,16,Lung and Bronchus,Black,Female,Dead,2011,2013,2,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +31,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +37,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +36,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,995,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +74,16,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,52,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +55,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,77,Negative,11,Alive,White,Female,Alive,2010,2016,6,Alive +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,2,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,21,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,48,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +51,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +36,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Borderline,11,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,11,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,11,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +45,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,60,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,6,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,19,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,4,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +77,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,8,Cerebrovascular Diseases,White,Female,Dead,2011,2016,5,Dead +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +47,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Lung and Bronchus,White,Female,Dead,2011,2015,4,Dead +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Unknown,990,Unknown,3,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +84,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +37,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +63,5,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,24,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +65,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,0,Breast,White,Female,Dead,2011,2013,2,Dead +50,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,3,Alive,White,Male,Alive,2011,2016,5,Alive +69,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,12,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +50,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,99,Alive,Black,Female,Alive,2010,2016,6,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Positive,16,Alive,White,Female,Alive,2010,2016,6,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +65,20,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,0,Positive,20,Alive,White,Male,Alive,2010,2016,6,Alive +64,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +44,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,123,Negative,6,Alive,White,Female,Alive,2010,2016,6,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,14,Accidents and Adverse Effects,White,Female,Dead,2010,2011,1,Dead +79,5,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,State DC not available or state DC available but no COD,Black,Female,Dead,2011,2012,1,Dead +53,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,87,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,14,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,125,Negative,0,Breast,Black,Female,Dead,2011,2011,0,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,35,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,31,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,84,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,70,Positive,6,Alive,Black,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,18,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +74,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Breast,White,Female,Dead,2011,2014,3,Dead +49,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +38,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,18,Alive,Black,Female,Alive,2011,2016,5,Alive +60,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,51,Borderline,17,Alive,Black,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,24,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +50,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,78,Positive,95,Alive,Black,Female,Alive,2011,2016,5,Alive +58,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +69,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,2,Breast,Black,Female,Dead,2010,2015,5,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,0,Aortic Aneurysm and Dissection,White,Female,Dead,2011,2014,3,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,1,Breast,White,Female,Dead,2011,2015,4,Dead +78,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +48,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Positive,97,Breast,Black,Female,Dead,2010,2012,2,Dead +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,14,Breast,White,Female,Dead,2011,2013,2,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +36,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,998,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,3,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +43,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,12,Alive,Black,Female,Alive,2010,2016,6,Alive +51,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,0,Negative,95,Alive,Black,Female,Alive,2011,2016,5,Alive +60,22,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,130,Negative,22,Breast,Black,Female,Dead,2011,2013,2,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,62,Negative,0,Breast,Black,Male,Dead,2011,2016,5,Dead +51,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +29,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,25,Pneumonia and Influenza,Black,Female,Dead,2011,2016,5,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +35,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,95,Breast,Black,Female,Dead,2011,2014,3,Dead +49,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +23,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,998,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +58,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,80,Negative,1,Breast,Black,Female,Dead,2011,2011,0,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2011,2015,4,Dead +38,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +30,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,99,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,63,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,2,Other Cause of Death,Black,Female,Dead,2011,2016,5,Dead +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +48,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Positive,10,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +77,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,2,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Negative,Negative,30,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +78,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,5,Alive,Black,Female,Alive,2010,2016,6,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Diabetes Mellitus,White,Female,Dead,2011,2014,3,Dead +78,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Borderline,3,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,2,Unknown,6,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2010,2016,6,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Other Cause of Death,White,Female,Dead,2010,2011,1,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +79,95,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,30,Negative,95,Breast,White,Female,Dead,2010,2011,1,Dead +54,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,1,Alive,White,Female,Alive,2010,2016,6,Alive +55,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,16,Alive,White,Female,Alive,2010,2016,6,Alive +73,0,4,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,130,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +79,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,6,Breast,Black,Female,Dead,2011,2016,5,Dead +67,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,98,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,4,Breast,Black,Female,Dead,2011,2015,4,Dead +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +90,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Cerebrovascular Diseases,Black,Female,Dead,2011,2013,2,Dead +66,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Borderline,2,Alive,White,Female,Alive,2010,2016,6,Alive +73,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,44,Positive,11,Alive,White,Female,Alive,2010,2016,6,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +54,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,16,Alive,Black,Female,Alive,2010,2016,6,Alive +68,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,95,Breast,Black,Female,Dead,2011,2011,0,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,3,Alive,White,Female,Alive,2010,2016,6,Alive +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Positive,10,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,16,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,989,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +42,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +42,8,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Positive,13,Breast,White,Female,Dead,2011,2012,1,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,1,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,9,Breast,White,Female,Dead,2011,2015,4,Dead +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,22,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +48,98,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,12,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,24,Alive,Black,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,30,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +50,99,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,Black,Female,Dead,2011,2013,2,Dead +49,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,128,Negative,18,Breast,Black,Female,Dead,2011,2015,4,Dead +52,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Borderline,16,Alive,White,Female,Alive,2011,2016,5,Alive +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,1,Diseases of Heart,White,Female,Dead,2011,2014,3,Dead +73,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,7,Breast,Black,Female,Dead,2011,2015,4,Dead +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Positive,6,Suicide and Self-Inflicted Injury,White,Female,Dead,2011,2014,3,Dead +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,991,Borderline,23,Alive,White,Female,Alive,2011,2016,5,Alive +37,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Borderline,0,Alive,Black,Female,Alive,2011,2016,5,Alive +58,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,17,Breast,Black,Female,Dead,2011,2012,1,Dead +63,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,1,Colon excluding Rectum,Black,Male,Dead,2011,2014,3,Dead +28,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,38,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2011,2013,2,Dead +67,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +31,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,3,Breast,White,Female,Dead,2011,2016,5,Dead +35,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,100,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2011,2013,2,Dead +49,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +93,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,95,Breast,Black,Female,Dead,2011,2013,2,Dead +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,7,Alive,Black,Female,Alive,2011,2016,5,Alive +66,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,21,Alive,Black,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,75,Positive,0,Alive,Black,Female,Alive,2011,2016,5,Alive +71,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,14,Alive,Black,Female,Alive,2011,2016,5,Alive +40,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,3,Alive,Black,Female,Alive,2010,2016,6,Alive +65,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +85,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2016,5,Dead +53,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,19,Alive,White,Female,Alive,2011,2016,5,Alive +87,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,19,Cerebrovascular Diseases,White,Female,Dead,2011,2014,3,Dead +80,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Diseases of Heart,White,Female,Dead,2011,2013,2,Dead +54,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,13,Breast,White,Female,Dead,2011,2014,3,Dead +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +33,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +68,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +27,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,93,Negative,9,Breast,Black,Female,Dead,2011,2014,3,Dead +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +36,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +31,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,33,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2016,5,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +34,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Positive,22,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +87,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,43,Positive,95,Alive,Black,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,53,Negative,0,Septicemia,Black,Female,Dead,2011,2013,2,Dead +29,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,80,Unknown,0,Breast,Black,Female,Dead,2011,2014,3,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +31,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Unknown,7,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Unknown,4,Alive,Black,Female,Alive,2011,2016,5,Alive +45,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,21,Breast,Black,Female,Dead,2011,2013,2,Dead +65,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +38,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +62,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Positive,8,Alive,Black,Male,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Positive,5,Breast,White,Female,Dead,2011,2013,2,Dead +62,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,95,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,74,Negative,0,Breast,Black,Female,Dead,2011,2013,2,Dead +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,2,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +34,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +43,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,29,Positive,0,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,7,Alive,White,Male,Alive,2011,2016,5,Alive +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,3,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +75,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,2,Liver,White,Female,Dead,2011,2011,0,Dead +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +80,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Borderline,0,Alive,Black,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,Black,Male,Dead,2010,2016,6,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,White,Female,Dead,2011,2014,3,Dead +47,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Positive,10,Breast,White,Female,Dead,2011,2013,2,Dead +69,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Alive,White,Male,Alive,2011,2016,5,Alive +63,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,0,Septicemia,White,Female,Dead,2011,2016,5,Dead +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +77,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2013,2,Dead +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,10,Alive,White,Female,Alive,2010,2016,6,Alive +91,98,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,18,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,41,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,24,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2014,3,Dead +63,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,10,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,14,Alive,White,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +56,13,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,83,Negative,14,Breast,White,Female,Dead,2011,2015,4,Dead +59,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +63,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Borderline,15,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Positive,24,Alive,Black,Female,Alive,2011,2016,5,Alive +51,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +41,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,28,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Positive,9,Breast,White,Female,Dead,2011,2015,4,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +63,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +85,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,4,Breast,White,Female,Dead,2011,2012,1,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +32,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,54,Negative,6,Breast,Black,Female,Dead,2011,2014,3,Dead +41,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +39,97,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,97,Breast,White,Female,Dead,2011,2011,0,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,1,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,45,Negative,13,Breast,Black,Female,Dead,2011,2014,3,Dead +88,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,165,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +32,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,80,Negative,95,Breast,White,Female,Dead,2011,2015,4,Dead +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,54,Negative,0,Breast,Black,Female,Dead,2011,2011,0,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,14,Alive,Black,Male,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,5,Diseases of Heart,Black,Female,Dead,2011,2012,1,Dead +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +65,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Borderline,11,Alive,Black,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Unknown,2,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,5,Alive,Black,Female,Alive,2010,2015,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,3,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,Combination of beam with implants or isotopes,Yes,Radiation after surgery,Negative,Negative,24,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,13,Other Cause of Death,Black,Female,Dead,2011,2015,4,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +47,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,32,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2010,2016,6,Alive +40,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2010,2014,4,Dead +71,13,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,25,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Positive,0,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +50,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,3,Breast,Black,Female,Dead,2011,2016,5,Dead +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +82,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,6,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Positive,8,Negative,3,Breast,White,Female,Dead,2011,2016,5,Dead +71,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,0,Alive,White,Female,Alive,2010,2016,6,Alive +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,3,Borderline,8,Alive,Black,Female,Alive,2011,2016,5,Alive +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Borderline,4,Diseases of Heart,White,Male,Dead,2011,2013,2,Dead +62,1,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,108,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Cervix Uteri,White,Female,Dead,2011,2016,5,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,1,Alive,White,Male,Alive,2011,2016,5,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,19,Borderline,5,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Unknown,5,Alive,Black,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,38,Borderline,0,Diseases of Heart,Black,Female,Dead,2011,2015,4,Dead +39,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Unknown,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Negative,22,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +73,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,51,Borderline,13,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,57,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +68,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +58,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,57,Positive,0,Liver,White,Female,Dead,2011,2016,5,Dead +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,110,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +57,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,140,Negative,7,State DC not available or state DC available but no COD,Black,Female,Dead,2011,2014,3,Dead +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,45,Negative,13,Alive,Black,Female,Alive,2011,2016,5,Alive +30,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Positive,9,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,3,Breast,White,Female,Dead,2011,2016,5,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +50,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +69,95,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,95,Breast,Black,Female,Dead,2011,2012,1,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,68,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,22,Negative,97,Alive,Black,Female,Alive,2011,2016,5,Alive +47,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +32,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,15,Negative,98,Alive,White,Female,Alive,2011,2016,5,Alive +50,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,99,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +47,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,990,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,21,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2011,0,Dead +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Borderline,1,Alive,Black,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,3,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +38,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,37,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,43,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +39,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +84,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,99,Breast,Black,Female,Dead,2011,2016,5,Dead +57,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Negative,4,Breast,Black,Female,Dead,2011,2014,3,Dead +70,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Positive,12,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +42,15,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,17,Negative,20,Breast,White,Female,Dead,2011,2014,3,Dead +43,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,20,Breast,Black,Female,Dead,2011,2016,5,Dead +47,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Unknown,13,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,1,Diseases of Heart,White,Female,Dead,2011,2016,5,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +81,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,26,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Breast,White,Female,Dead,2011,2013,2,Dead +68,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Positive,9,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,21,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,29,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Positive,2,Breast,Black,Female,Dead,2010,2015,5,Dead +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,14,Breast,Black,Female,Dead,2011,2012,1,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,4,Breast,White,Female,Dead,2011,2016,5,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +50,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,1,Breast,Black,Female,Dead,2011,2016,5,Dead +53,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,36,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,6,Unknown,0,Alive,Black,Female,Alive,2011,2016,5,Alive +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,14,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +46,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +46,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Unknown,98,Breast,Black,Female,Dead,2010,2011,1,Dead +44,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,51,Positive,95,Breast,Black,Female,Dead,2011,2012,1,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +57,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,160,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +61,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,200,Negative,20,Breast,Black,Female,Dead,2011,2012,1,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +33,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +76,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,48,Negative,98,Breast,Black,Female,Dead,2011,2011,0,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,39,Negative,95,Breast,Black,Female,Dead,2011,2014,3,Dead +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,62,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +61,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,3,Chronic Liver Disease and Cirrhosis,Black,Female,Dead,2011,2013,2,Dead +35,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +41,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,2,Alive,Black,Female,Alive,2010,2016,6,Alive +42,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,9,Unknown,0,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +43,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Unknown,1,Alive,Black,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,7,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,13,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,4,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,26,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Unknown,3,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,1,2,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Negative,29,Positive,14,Breast,Black,Male,Dead,2011,2012,1,Dead +46,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,36,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +51,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,40,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +74,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Breast,White,Female,Dead,2011,2012,1,Dead +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,Unknown,Female,Alive,2011,2016,5,Alive +40,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,15,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,46,Positive,6,Alive,Black,Female,Alive,2011,2016,5,Alive +80,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Borderline,0,Breast,Black,Female,Dead,2011,2012,1,Dead +64,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,7,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +42,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,990,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +42,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,34,Negative,12,Breast,Black,Female,Dead,2011,2014,3,Dead +76,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,0,Breast,Black,Female,Dead,2011,2013,2,Dead +63,2,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,87,Negative,2,Breast,Black,Female,Dead,2011,2011,0,Dead +77,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +69,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,63,Negative,6,Breast,White,Female,Dead,2011,2014,3,Dead +49,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,34,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,7,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,16,Alive,White,Female,Alive,2011,2016,5,Alive +62,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,48,Negative,95,Breast,Black,Female,Dead,2011,2016,5,Dead +59,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +35,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Breast,Black,Female,Dead,2011,2013,2,Dead +68,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,64,Positive,95,Breast,Black,Female,Dead,2011,2014,3,Dead +55,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +79,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,1,Breast,Black,Female,Dead,2011,2013,2,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,180,Unknown,3,Breast,Black,Female,Dead,2011,2013,2,Dead +61,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +53,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,21,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,16,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +74,2,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,54,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,4,Alive,Black,Female,Alive,2011,2016,5,Alive +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,990,Unknown,0,Alive,Black,Female,Alive,2011,2016,5,Alive +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +26,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +85,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +28,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,17,Breast,Black,Female,Dead,2011,2016,5,Dead +88,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +65,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,17,Negative,0,Breast,Black,Female,Dead,2011,2016,5,Dead +54,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Borderline,9,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,3,Other Cause of Death,Black,Female,Dead,2011,2013,2,Dead +61,1,1,Beam radiation,No/Unknown,Intraoperative radiation,Positive,Positive,5,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Positive,7,Alive,Black,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +47,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,90,Negative,19,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +51,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,17,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,36,Positive,0,Breast,Black,Female,Dead,2011,2013,2,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Borderline,0,Cerebrovascular Diseases,White,Female,Dead,2011,2014,3,Dead +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Borderline,2,Alive,Black,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,0,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +67,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,12,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Borderline,13,Breast,White,Female,Dead,2011,2014,3,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +50,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,1,Breast,Black,Female,Dead,2011,2016,5,Dead +42,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,99,Breast,Black,Female,Dead,2011,2015,4,Dead +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +62,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,37,Positive,9,Breast,White,Female,Dead,2011,2015,4,Dead +37,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,4,Breast,Black,Female,Dead,2011,2013,2,Dead +78,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +40,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,13,Breast,Black,Female,Dead,2011,2014,3,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Unknown,3,Alive,Black,Female,Alive,2011,2016,5,Alive +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,83,Negative,4,Breast,White,Female,Dead,2011,2014,3,Dead +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,0,Lung and Bronchus,White,Female,Dead,2011,2016,5,Dead +59,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Unknown,4,Alive,Black,Female,Alive,2011,2016,5,Alive +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Positive,0,Other Cause of Death,White,Female,Dead,2011,2012,1,Dead +57,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Unknown,3,Alive,Black,Female,Alive,2011,2016,5,Alive +40,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,990,Unknown,3,Alive,Black,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +39,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,69,Negative,95,Alive,Black,Female,Alive,2011,2016,5,Alive +38,4,1,Beam radiation,No/Unknown,Radiation prior to surgery,Negative,Positive,40,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +56,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,17,Breast,White,Female,Dead,2011,2016,5,Dead +57,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +51,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,30,Negative,19,Alive,White,Female,Alive,2011,2016,5,Alive +62,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,55,Positive,18,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +56,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +82,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,12,Other Cause of Death,Black,Female,Dead,2011,2015,4,Dead +74,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,7,Breast,White,Female,Dead,2011,2014,3,Dead +49,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +36,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,18,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2016,5,Dead +54,0,1,Combination of beam with implants or isotopes,No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +28,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Positive,95,Alive,White,Female,Alive,2011,2016,5,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,18,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Negative,4,Breast,Black,Female,Dead,2011,2012,1,Dead +56,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +56,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Breast,White,Female,Dead,2011,2016,5,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Breast,White,Female,Dead,2011,2014,3,Dead +46,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,36,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,4,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2016,5,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +59,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Positive,18,Breast,White,Female,Dead,2011,2014,3,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,991,Negative,2,Lung and Bronchus,Black,Female,Dead,2011,2015,4,Dead +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +41,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,16,Breast,Black,Female,Dead,2011,2016,5,Dead +35,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,95,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +56,1,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,95,Breast,Black,Female,Dead,2011,2012,1,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +91,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +58,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,95,Alive,Black,Female,Alive,2011,2016,5,Alive +48,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,39,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,990,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +45,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,13,Positive,9,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,16,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +64,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +25,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,38,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +48,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,0,Breast,White,Female,Dead,2011,2012,1,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,9,Negative,11,Breast,White,Female,Dead,2011,2013,2,Dead +38,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,31,Negative,0,Breast,Black,Female,Dead,2011,2013,2,Dead +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,11,Alive,White,Male,Alive,2011,2016,5,Alive +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +32,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,17,Breast,Black,Female,Dead,2011,2014,3,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2011,2015,4,Dead +71,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,14,Alive,White,Male,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +76,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +58,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +78,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Breast,White,Female,Dead,2011,2014,3,Dead +55,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,2,Breast,Black,Female,Dead,2011,2013,2,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,100,Negative,3,Breast,Black,Female,Dead,2011,2013,2,Dead +62,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,55,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,2,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +80,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,5,Other Cause of Death,Black,Female,Dead,2011,2012,1,Dead +40,95,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,51,Negative,95,Breast,Black,Female,Dead,2011,2012,1,Dead +49,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,5,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Unknown,1,Alive,Black,Female,Alive,2011,2016,5,Alive +48,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +45,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Alive,Black,Female,Alive,2010,2016,6,Alive +34,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,18,Negative,0,Breast,Black,Female,Dead,2011,2014,3,Dead +69,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,Black,Female,Dead,2011,2013,2,Dead +72,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Positive,19,Alive,Black,Male,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,3,Breast,Black,Female,Dead,2011,2012,1,Dead +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Borderline,2,Alive,Black,Female,Alive,2011,2016,5,Alive +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +48,95,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Positive,18,Alive,White,Female,Alive,2011,2016,5,Alive +51,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,39,Negative,22,Alive,Black,Female,Alive,2011,2016,5,Alive +53,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,29,Alive,White,Female,Alive,2011,2016,5,Alive +47,95,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,95,Breast,Black,Female,Dead,2011,2016,5,Dead +41,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,0,Breast,Black,Female,Dead,2011,2014,3,Dead +55,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +33,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,6,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,0,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2011,2015,4,Dead +64,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,2,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +62,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,3,Breast,White,Female,Dead,2011,2015,4,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,10,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,3,Diseases of Heart,White,Female,Dead,2011,2012,1,Dead +55,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +51,7,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +46,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,8,Breast,White,Female,Dead,2011,2014,3,Dead +58,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +62,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,16,Acute Myeloid Leukemia,Black,Female,Dead,2011,2013,2,Dead +62,8,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,20,Alive,White,Female,Alive,2011,2016,5,Alive +42,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,28,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,120,Negative,2,Breast,White,Female,Dead,2011,2015,4,Dead +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,24,Alive,Black,Female,Alive,2011,2016,5,Alive +31,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Lung and Bronchus,Black,Female,Dead,2011,2011,0,Dead +69,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,0,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +68,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +49,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Other Cause of Death,Black,Female,Dead,2011,2012,1,Dead +57,13,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,23,Positive,21,Alive,Black,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Unknown,14,Alive,Black,Female,Alive,2011,2016,5,Alive +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +87,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,68,Positive,26,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,0,Alive,White,Female,Alive,2011,2016,5,Alive +46,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,31,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,98,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,Black,Female,Dead,2011,2011,0,Dead +56,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,0,Alive,Unknown,Female,Alive,2011,2016,5,Alive +63,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +80,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +74,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2013,2,Dead +55,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,0,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Positive,13,Alive,White,Female,Alive,2011,2016,5,Alive +81,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,50,Positive,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +36,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Positive,0,Alive,Black,Female,Alive,2011,2016,5,Alive +53,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +35,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +63,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,0,Breast,White,Female,Dead,2011,2013,2,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +34,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,16,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +36,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,150,Positive,9,Breast,White,Female,Dead,2011,2015,4,Dead +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,4,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +59,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,32,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +80,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,7,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +45,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Borderline,0,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Unknown,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,27,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +46,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,7,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,41,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +85,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,6,Breast,White,Female,Dead,2011,2015,4,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +57,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,96,Negative,95,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Negative,5,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +25,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,19,Alive,Black,Female,Alive,2011,2016,5,Alive +42,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,16,Positive,8,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,37,Positive,15,Alive,White,Female,Alive,2011,2016,5,Alive +64,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,65,Negative,26,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +61,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,38,Positive,95,Breast,Black,Female,Dead,2011,2014,3,Dead +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,4,Alive,Black,Female,Alive,2011,2016,5,Alive +45,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,4,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,34,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +84,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,7,Negative,2,Alive,Unknown,Female,Alive,2011,2016,5,Alive +60,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,7,Positive,5,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Unknown,2,Alive,Black,Female,Alive,2011,2016,5,Alive +33,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,32,Positive,1,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,990,Unknown,1,Alive,Black,Female,Alive,2011,2016,5,Alive +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,5,Alive,White,Male,Alive,2011,2016,5,Alive +78,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,12,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,15,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2013,2,Dead +70,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,63,Borderline,0,Lung and Bronchus,White,Female,Dead,2011,2012,1,Dead +53,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,80,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,20,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,Black,Female,Dead,2011,2012,1,Dead +83,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Positive,11,Cerebrovascular Diseases,Black,Female,Dead,2011,2016,5,Dead +56,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Borderline,0,Breast,Black,Female,Dead,2011,2012,1,Dead +67,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2011,2013,2,Dead +47,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +52,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,95,Breast,Black,Female,Dead,2011,2013,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +64,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,31,Positive,22,Alive,White,Female,Alive,2011,2016,5,Alive +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +46,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +69,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +71,10,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +35,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,995,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,11,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +77,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,140,Negative,10,Diseases of Heart,Black,Female,Dead,2011,2012,1,Dead +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +37,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +63,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,0,Negative,95,Alive,Black,Female,Alive,2011,2016,5,Alive +62,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Septicemia,Black,Female,Dead,2011,2012,1,Dead +48,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,0,Alive,Unknown,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +41,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +83,0,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Positive,6,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Borderline,3,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,11,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,13,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Borderline,3,Alive,Black,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,5,Borderline,2,Alive,Black,Female,Alive,2011,2016,5,Alive +37,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,10,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,0,Septicemia,White,Female,Dead,2011,2015,4,Dead +43,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,993,Negative,5,Breast,Black,Female,Dead,2011,2013,2,Dead +63,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,10,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,2,Negative,6,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,Radioisotopes (1988+),No/Unknown,Radiation after surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +59,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +41,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,17,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Borderline,5,Alive,White,Female,Alive,2011,2016,5,Alive +55,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,12,Positive,14,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +34,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Positive,12,Alive,Black,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +73,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,85,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +59,20,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,41,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Negative,11,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +32,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +50,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +53,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Borderline,2,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +55,2,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,26,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +65,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +50,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Unknown,5,Alive,White,Female,Alive,2011,2016,5,Alive +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,0,Negative,0,Diseases of Heart,White,Female,Dead,2011,2015,4,Dead +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,3,Positive,2,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +31,17,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Positive,3,Alive,White,Female,Alive,2011,2016,5,Alive +61,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2011,2012,1,Dead +47,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,6,Breast,White,Female,Dead,2011,2015,4,Dead +49,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,0,Breast,White,Female,Dead,2011,2016,5,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,3,State DC not available or state DC available but no COD,White,Female,Dead,2010,2010,0,Dead +68,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,5,Hypertension without Heart Disease,Black,Female,Dead,2011,2015,4,Dead +35,2,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Positive,60,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +51,3,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,9,Breast,Black,Female,Dead,2011,2016,5,Dead +86,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2011,2013,2,Dead +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,65,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,6,Suicide and Self-Inflicted Injury,White,Female,Dead,2011,2014,3,Dead +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +55,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Negative,95,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +63,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,998,Borderline,1,Breast,Black,Female,Dead,2011,2013,2,Dead +51,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +80,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Negative,Positive,12,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +36,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +47,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,83,Negative,0,Breast,Black,Female,Dead,2010,2010,0,Dead +58,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,9,Alive,White,Female,Alive,2010,2016,6,Alive +60,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2010,2010,0,Dead +54,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Positive,9,Diseases of Heart,Black,Female,Dead,2011,2015,4,Dead +67,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,1,Breast,Black,Female,Dead,2011,2013,2,Dead +57,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,98,Breast,Black,Female,Dead,2011,2012,1,Dead +47,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,51,Borderline,5,Breast,Black,Female,Dead,2011,2015,4,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,21,Alive,Black,Female,Alive,2011,2016,5,Alive +79,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Positive,99,Breast,Black,Female,Dead,2011,2012,1,Dead +84,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,95,Breast,White,Female,Dead,2010,2015,5,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2010,2010,0,Dead +67,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,98,Breast,White,Female,Dead,2010,2010,0,Dead +50,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +80,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Borderline,1,Breast,White,Female,Dead,2011,2012,1,Dead +33,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Borderline,0,Breast,Black,Female,Dead,2011,2012,1,Dead +55,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,10,Negative,2,Alive,Black,Female,Alive,2010,2015,5,Alive +54,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +30,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,13,Positive,0,Breast,White,Female,Dead,2010,2015,5,Dead +78,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Hypertension without Heart Disease,White,Female,Dead,2010,2012,2,Dead +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,35,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +75,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2011,0,Dead +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,995,Unknown,0,Other Cause of Death,Black,Female,Dead,2010,2016,6,Alive +66,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2013,3,Dead +80,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Diseases of Heart,Black,Female,Dead,2010,2012,2,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,24,Unknown,0,Other Cause of Death,White,Female,Dead,2010,2015,5,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Positive,0,Breast,Black,Female,Dead,2011,2016,5,Dead +66,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,8,Alive,White,Female,Alive,2011,2016,5,Alive +93,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Borderline,0,Other Cause of Death,White,Female,Dead,2010,2013,3,Dead +89,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +67,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +45,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +52,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,2,Breast,Black,Female,Dead,2011,2015,4,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +37,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,8,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,39,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +86,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2010,0,Dead +51,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +62,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,0,Diseases of Heart,Black,Female,Dead,2011,2013,2,Dead +53,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +60,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +82,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,1,Breast,White,Female,Dead,2011,2012,1,Dead +42,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,33,Positive,17,Alive,Black,Female,Alive,2011,2016,5,Alive +72,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,18,Alive,White,Female,Alive,2011,2016,5,Alive +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Breast,White,Female,Dead,2011,2015,4,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +80,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,11,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +37,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +62,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +48,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Positive,12,Breast,White,Female,Dead,2011,2015,4,Dead +64,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,990,Unknown,2,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +69,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,Black,Female,Alive,2010,2016,6,Alive +64,99,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Diabetes Mellitus,White,Female,Dead,2010,2013,3,Dead +34,99,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +55,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +64,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Positive,15,Breast,White,Female,Dead,2011,2013,2,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Unknown,4,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,1,Unknown,2,Alive,Black,Female,Alive,2011,2016,5,Alive +32,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,7,Alive,White,Female,Alive,2010,2016,6,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Positive,3,Alive,Black,Female,Alive,2011,2016,5,Alive +53,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +70,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,34,Negative,12,State DC not available or state DC available but no COD,Black,Female,Dead,2011,2014,3,Dead +78,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Unknown,4,Breast,Black,Female,Dead,2011,2013,2,Dead +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,3,Alive,Black,Male,Alive,2011,2016,5,Alive +59,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,14,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +71,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,21,Alive,White,Female,Alive,2011,2016,5,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,12,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,12,Breast,Black,Female,Dead,2011,2014,3,Dead +50,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +69,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +83,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,23,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,29,Negative,1,Breast,White,Female,Dead,2011,2014,3,Dead +62,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +55,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,20,Positive,20,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +88,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,0,Other Cause of Death,White,Female,Dead,2011,2015,4,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +40,1,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,48,Negative,38,Breast,Black,Female,Dead,2011,2013,2,Dead +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,24,Alive,White,Male,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +72,0,3,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,51,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +63,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +50,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +49,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,59,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,2,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,42,Negative,11,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,12,Negative,10,Alive,White,Female,Alive,2011,2016,5,Alive +54,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,24,Negative,23,Alive,White,Female,Alive,2011,2016,5,Alive +76,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,54,Negative,95,Breast,Black,Female,Dead,2011,2014,3,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +63,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Positive,12,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Positive,Positive,17,Positive,6,Alive,White,Female,Alive,2011,2016,5,Alive +40,95,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,8,Breast,Black,Female,Dead,2011,2016,5,Dead +55,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +81,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +85,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,17,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +43,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Borderline,1,Alive,White,Female,Alive,2011,2016,5,Alive +40,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,21,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +53,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,52,Negative,15,Breast,Black,Female,Dead,2011,2013,2,Dead +52,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,17,Other Cause of Death,Black,Female,Dead,2011,2015,4,Dead +68,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Borderline,3,Diabetes Mellitus,Black,Female,Dead,2011,2016,5,Dead +72,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,18,Negative,12,Alive,White,Female,Alive,2011,2016,5,Alive +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,990,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,21,Negative,13,Breast,Black,Female,Dead,2011,2013,2,Dead +39,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +66,4,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Unknown,38,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,15,Positive,4,Alive,White,Female,Alive,2011,2016,5,Alive +72,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +30,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +35,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,17,Alive,Black,Female,Alive,2011,2016,5,Alive +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Borderline,4,Alive,White,Female,Alive,2011,2016,5,Alive +37,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,24,Positive,13,Alive,Black,Female,Alive,2011,2016,5,Alive +43,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,17,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,10,Alive,Black,Female,Alive,2011,2016,5,Alive +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +65,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,10,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +79,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,1,Breast,White,Female,Dead,2011,2013,2,Dead +44,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +43,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,110,Unknown,0,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +66,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,14,Alive,White,Female,Alive,2011,2016,5,Alive +62,13,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,15,Breast,White,Female,Dead,2011,2013,2,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +67,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,9,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,1,Diseases of Heart,Black,Female,Dead,2011,2013,2,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Unknown,3,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,0,Breast,White,Female,Dead,2011,2014,3,Dead +59,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Unknown,1,Alive,Black,Female,Alive,2011,2016,5,Alive +71,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,20,Alive,White,Female,Alive,2011,2016,5,Alive +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,75,Positive,0,Alive,Black,Female,Alive,2011,2016,5,Alive +64,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +38,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,60,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +85,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,18,Negative,22,Alive,White,Female,Alive,2011,2016,5,Alive +39,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +47,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +58,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,35,Borderline,13,Alive,White,Female,Alive,2011,2016,5,Alive +73,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,120,Positive,0,Breast,Black,Male,Dead,2011,2012,1,Dead +43,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +50,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,17,Alive,Black,Female,Alive,2011,2016,5,Alive +81,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,14,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +82,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,7,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,5,Alive,Black,Female,Alive,2011,2016,5,Alive +44,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,74,Negative,16,Alive,Black,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +98,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Other Cause of Death,White,Female,Dead,2011,2013,2,Dead +34,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,15,Alive,White,Female,Alive,2011,2016,5,Alive +48,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,4,Breast,White,Female,Dead,2011,2012,1,Dead +53,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +41,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,13,Alive,White,Female,Alive,2011,2016,5,Alive +73,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +49,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +67,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,10,Positive,1,Alive,White,Female,Alive,2011,2016,5,Alive +72,4,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,20,Negative,9,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2011,2015,4,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,21,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +60,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,7,Alive,White,Female,Alive,2011,2016,5,Alive +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,2,Alive,Black,Female,Alive,2011,2016,5,Alive +54,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,2,Unknown,2,Alive,Black,Female,Alive,2011,2016,5,Alive +71,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,26,Negative,6,Other Cause of Death,Black,Female,Dead,2011,2012,1,Dead +75,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +42,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,1,Breast,Black,Female,Dead,2011,2014,3,Dead +45,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,15,Alive,Black,Female,Alive,2011,2016,5,Alive +54,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,95,Miscellaneous Malignant Cancer,White,Female,Dead,2011,2014,3,Dead +44,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +82,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,27,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,Black,Female,Alive,2011,2016,5,Alive +61,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +59,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,14,Alive,Black,Female,Alive,2011,2016,5,Alive +55,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,990,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +72,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,21,Alive,Black,Female,Alive,2011,2016,5,Alive +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Breast,Black,Female,Dead,2011,2015,4,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,995,Negative,0,Breast,Black,Female,Dead,2011,2014,3,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Borderline,3,Alive,White,Female,Alive,2011,2016,5,Alive +76,7,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,40,Negative,9,Breast,White,Female,Dead,2011,2013,2,Dead +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,59,Positive,0,Breast,Black,Female,Dead,2011,2012,1,Dead +58,1,3,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,14,Breast,Black,Female,Dead,2011,2014,3,Dead +57,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Alive,White,Female,Alive,2011,2016,5,Alive +67,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,40,Positive,10,Alive,White,Female,Alive,2011,2016,5,Alive +45,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Borderline,2,Alive,White,Female,Alive,2011,2016,5,Alive +77,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,12,Alive,Black,Female,Alive,2011,2016,5,Alive +49,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,9,Alive,White,Female,Alive,2011,2016,5,Alive +66,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,3,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +44,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,44,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +45,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,17,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +78,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,25,Positive,8,Breast,White,Female,Dead,2011,2014,3,Dead +45,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,9,Alive,Black,Female,Alive,2011,2016,5,Alive +41,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,6,Alive,White,Female,Alive,2011,2016,5,Alive +38,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,3,Alive,Black,Female,Alive,2011,2016,5,Alive +78,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Positive,5,Alive,White,Female,Alive,2011,2016,5,Alive +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,3,Alive,White,Female,Alive,2011,2016,5,Alive +56,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Borderline,29,Alive,White,Female,Alive,2011,2016,5,Alive +61,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,13,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,2,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +51,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,11,Alive,White,Female,Alive,2011,2016,5,Alive +79,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2012,0,Dead +34,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,1,Breast,Black,Female,Dead,2012,2013,1,Dead +32,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,97,Alive,Black,Female,Alive,2010,2016,6,Alive +59,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,8,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,66,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +88,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,7,Liver,White,Female,Dead,2012,2013,1,Dead +50,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,95,Breast,White,Female,Dead,2012,2014,2,Dead +33,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,3,Cerebrovascular Diseases,Black,Female,Dead,2012,2016,4,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +58,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Breast,Black,Female,Dead,2012,2015,3,Dead +68,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,5,Alive,White,Female,Alive,2011,2016,5,Alive +51,4,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,17,Diseases of Heart,Black,Female,Dead,2012,2013,1,Dead +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Septicemia,Black,Female,Dead,2012,2012,0,Dead +40,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Positive,15,Breast,Black,Female,Dead,2012,2016,4,Dead +50,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,998,Negative,95,Breast,Black,Female,Dead,2012,2013,1,Dead +43,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,0,Breast,Black,Female,Dead,2011,2016,5,Dead +91,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,21,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +36,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,140,Negative,0,Breast,Black,Female,Dead,2012,2012,0,Dead +36,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Positive,10,Breast,Black,Female,Dead,2012,2015,3,Dead +52,95,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,64,Negative,95,Breast,White,Female,Dead,2012,2014,2,Dead +86,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +39,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,Black,Female,Dead,2012,2012,0,Dead +41,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Positive,97,Breast,Black,Female,Dead,2012,2013,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2011,2014,3,Dead +55,0,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,80,Negative,95,Breast,Black,Female,Dead,2012,2014,2,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,60,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +85,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,73,Positive,95,Breast,Black,Female,Dead,2012,2013,1,Dead +73,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,6,Breast,White,Female,Dead,2012,2014,2,Dead +56,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,25,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Negative,14,Breast,Black,Female,Dead,2012,2013,1,Dead +63,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,43,Negative,13,Breast,White,Female,Dead,2012,2014,2,Dead +58,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Breast,Black,Female,Dead,2011,2013,2,Dead +61,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,28,Negative,8,Breast,White,Female,Dead,2012,2014,2,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,0,Diseases of Heart,Black,Female,Dead,2012,2015,3,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Breast,White,Female,Dead,2012,2015,3,Dead +70,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,65,Negative,11,Breast,White,Female,Dead,2012,2013,1,Dead +67,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,112,Negative,2,Breast,White,Female,Dead,2012,2014,2,Dead +54,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,10,Accidents and Adverse Effects,White,Female,Dead,2012,2012,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Cerebrovascular Diseases,White,Female,Dead,2012,2016,4,Dead +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,0,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +58,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Positive,1,Breast,White,Female,Dead,2012,2015,3,Dead +81,1,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,26,Breast,White,Female,Dead,2012,2016,4,Dead +87,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,45,Positive,99,Breast,Black,Female,Dead,2012,2015,3,Dead +54,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,41,Negative,95,Breast,Black,Female,Dead,2012,2012,0,Dead +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Other Cause of Death,Black,Female,Dead,2012,2012,0,Dead +30,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,75,Negative,22,Breast,Black,Female,Dead,2012,2016,4,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,59,Negative,0,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +60,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,100,Positive,95,Breast,Black,Female,Dead,2012,2016,4,Dead +54,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,95,Breast,Black,Female,Dead,2012,2012,0,Dead +66,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Positive,5,Lung and Bronchus,White,Female,Dead,2012,2015,3,Dead +67,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,27,Positive,22,Breast,Black,Female,Dead,2012,2014,2,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +45,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,3,Breast,Black,Female,Dead,2012,2016,4,Dead +38,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,70,Positive,0,Breast,Black,Female,Dead,2012,2014,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,0,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2012,2015,3,Dead +58,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,0,Breast,Black,Female,Dead,2012,2012,0,Dead +51,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,77,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,3,Other Cause of Death,White,Female,Dead,2012,2013,1,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,19,Negative,3,Breast,White,Female,Dead,2012,2015,3,Dead +51,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +73,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,95,Breast,Black,Female,Dead,2012,2014,2,Dead +44,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,130,Negative,95,Breast,Black,Female,Dead,2012,2013,1,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,120,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +90,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,65,Negative,10,Breast,White,Female,Dead,2012,2016,4,Dead +23,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,5,Negative,13,Breast,White,Female,Dead,2012,2013,1,Dead +44,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Breast,White,Female,Dead,2012,2016,4,Dead +87,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,993,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +46,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +54,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,3,Breast,Black,Female,Dead,2012,2016,4,Dead +76,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Breast,Black,Female,Dead,2012,2012,0,Dead +54,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,44,Unknown,99,Breast,White,Female,Dead,2011,2011,0,Dead +65,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +55,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,43,Negative,1,Breast,White,Female,Dead,2012,2014,2,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,41,Negative,0,Other Cause of Death,White,Female,Dead,2012,2015,3,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,0,Breast,White,Female,Dead,2012,2016,4,Dead +90,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,95,Breast,White,Female,Dead,2012,2016,4,Dead +49,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +88,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Breast,White,Female,Dead,2012,2015,3,Dead +48,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,95,Breast,Black,Female,Dead,2012,2013,1,Dead +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,72,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +63,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,167,Negative,95,Breast,Black,Female,Dead,2012,2012,0,Dead +40,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Negative,8,Breast,White,Female,Dead,2012,2016,4,Dead +57,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,8,Negative,11,Breast,White,Female,Dead,2012,2014,2,Dead +76,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,51,Positive,0,Breast,Black,Female,Dead,2012,2013,1,Dead +61,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Negative,0,Breast,Black,Female,Dead,2012,2015,3,Dead +79,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,2,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +52,22,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,127,Negative,22,Breast,Black,Female,Dead,2012,2013,1,Dead +95,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Borderline,9,Diseases of Heart,Black,Female,Dead,2012,2016,4,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Breast,Black,Female,Dead,2012,2014,2,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,11,Breast,White,Female,Dead,2012,2015,3,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,995,Negative,0,Breast,Black,Female,Dead,2012,2014,2,Dead +54,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,18,Positive,1,Lung and Bronchus,Black,Female,Dead,2012,2016,4,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Unknown,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +43,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,9,Breast,Black,Female,Dead,2012,2014,2,Dead +80,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,55,Negative,95,Miscellaneous Malignant Cancer,White,Female,Dead,2012,2015,3,Dead +86,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,17,Negative,3,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +68,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,9,Negative,5,Accidents and Adverse Effects,White,Female,Dead,2012,2014,2,Dead +80,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,26,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +51,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,130,Negative,10,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,3,Breast,Black,Female,Dead,2012,2016,4,Dead +65,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Alive,White,Female,Alive,2011,2016,5,Alive +92,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,9,Negative,10,Breast,Black,Female,Dead,2012,2014,2,Dead +88,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,14,Negative,5,Other Cause of Death,Black,Female,Dead,2012,2014,2,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +78,95,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,20,Negative,95,Breast,Black,Female,Dead,2012,2012,0,Dead +65,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,23,Negative,5,Liver,Black,Female,Dead,2012,2016,4,Dead +81,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,4,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +70,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Pancreas,White,Female,Dead,2012,2014,2,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +83,97,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Borderline,96,Breast,Black,Female,Dead,2012,2012,0,Dead +58,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +61,3,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,6,Negative,21,Ovary,Black,Female,Dead,2012,2015,3,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,16,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,21,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2016,4,Dead +81,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +49,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Borderline,95,Breast,Black,Female,Dead,2012,2013,1,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,Black,Female,Dead,2012,2014,2,Dead +52,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,8,Breast,Black,Female,Dead,2012,2015,3,Dead +63,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Breast,Black,Female,Dead,2012,2015,3,Dead +38,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,34,Negative,13,Breast,Black,Female,Dead,2012,2015,3,Dead +74,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,35,Negative,7,Breast,Black,Female,Dead,2012,2014,2,Dead +51,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,37,Positive,0,Breast,Black,Female,Dead,2012,2013,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Breast,White,Female,Dead,2012,2016,4,Dead +45,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,95,Breast,Black,Female,Dead,2012,2013,1,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,0,Breast,White,Female,Dead,2012,2014,2,Dead +47,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,998,Unknown,0,Breast,White,Female,Dead,2012,2013,1,Dead +79,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,19,Negative,1,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +84,98,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,0,Urinary Bladder,White,Female,Dead,2012,2016,4,Dead +48,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,95,Breast,Black,Female,Dead,2012,2014,2,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,60,Negative,0,Breast,Black,Female,Dead,2012,2014,2,Dead +68,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,1,Breast,Black,Female,Dead,2012,2013,1,Dead +42,99,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,99,Breast,Black,Female,Dead,2012,2013,1,Dead +65,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,46,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Unknown,7,Unknown,0,Diseases of Heart,White,Female,Dead,2012,2015,3,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2012,2015,3,Dead +46,98,1,Beam radiation,No/Unknown,Radiation before and after surgery,Unknown,Unknown,230,Unknown,0,Breast,Black,Female,Dead,2012,2013,1,Dead +82,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,2,Negative,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,25,Negative,6,Breast,Black,Female,Dead,2012,2015,3,Dead +36,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,70,Negative,95,Breast,Black,Female,Dead,2012,2016,4,Dead +58,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Positive,1,Breast,White,Female,Dead,2012,2013,1,Dead +32,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,170,Negative,12,Breast,Black,Female,Dead,2012,2012,0,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +41,95,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,75,Borderline,95,Breast,White,Female,Dead,2012,2014,2,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +76,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Positive,0,Diseases of Heart,Black,Female,Dead,2012,2014,2,Dead +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Breast,Black,Female,Dead,2012,2015,3,Dead +78,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,64,Negative,11,Breast,Black,Female,Dead,2012,2016,4,Dead +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,10,Negative,10,Breast,White,Female,Dead,2012,2013,1,Dead +51,0,3,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,1,Unknown,2,Alive,White,Female,Alive,2011,2016,5,Alive +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,0,Other Cause of Death,Black,Female,Dead,2012,2016,4,Dead +62,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,87,Negative,6,Breast,Black,Female,Dead,2012,2013,1,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +44,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Negative,7,Breast,White,Female,Dead,2012,2013,1,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +34,1,1,Beam radiation,Yes,Radiation prior to surgery,Positive,Positive,7,Negative,21,Breast,White,Female,Dead,2012,2015,3,Dead +50,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,74,Borderline,14,Breast,White,Female,Dead,2012,2014,2,Dead +62,10,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,17,Breast,Black,Female,Dead,2012,2014,2,Dead +49,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,7,Negative,5,Breast,Black,Female,Dead,2012,2015,3,Dead +71,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,25,Negative,1,Breast,Black,Female,Dead,2012,2013,1,Dead +66,1,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,8,Intrahepatic Bile Duct,White,Female,Dead,2012,2014,2,Dead +48,7,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,8,Breast,White,Female,Dead,2012,2013,1,Dead +55,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Breast,Black,Female,Dead,2012,2013,1,Dead +78,4,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,51,Negative,32,Lung and Bronchus,White,Female,Dead,2012,2016,4,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Negative,0,Breast,Black,Female,Dead,2012,2014,2,Dead +76,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,24,Negative,2,Breast,Black,Female,Dead,2012,2014,2,Dead +55,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,1,Breast,Black,Female,Dead,2012,2014,2,Dead +47,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,26,Borderline,14,Breast,White,Female,Dead,2012,2014,2,Dead +50,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,40,Negative,5,Breast,Black,Female,Dead,2012,2015,3,Dead +29,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,33,Negative,11,Breast,White,Female,Dead,2012,2013,1,Dead +77,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,20,Positive,3,Cerebrovascular Diseases,Black,Female,Dead,2012,2016,4,Dead +62,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,51,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +28,1,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,54,Negative,1,Other Cause of Death,Black,Female,Dead,2012,2016,4,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,85,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +59,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,47,Negative,23,Acute Myeloid Leukemia,Black,Female,Dead,2012,2016,4,Dead +39,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,2,Breast,Black,Female,Dead,2012,2016,4,Dead +54,97,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Positive,97,Breast,Black,Female,Dead,2012,2014,2,Dead +63,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,998,Positive,0,Breast,White,Female,Dead,2012,2013,1,Dead +56,14,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,14,Other Cause of Death,Black,Female,Dead,2012,2016,4,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2011,2011,0,Dead +47,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,2,Breast,White,Female,Dead,2012,2016,4,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,21,Unknown,0,Other Cause of Death,White,Female,Dead,2012,2012,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +54,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,76,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +85,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,1,Septicemia,White,Female,Dead,2012,2016,4,Dead +81,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,13,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +65,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Other Cause of Death,Black,Female,Dead,2012,2013,1,Dead +57,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +60,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,1,Breast,Black,Female,Dead,2012,2013,1,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2012,2012,0,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,27,Negative,2,Breast,White,Female,Dead,2012,2013,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2016,4,Dead +71,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,52,Borderline,0,Breast,White,Female,Dead,2012,2015,3,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,0,Breast,Black,Female,Dead,2012,2012,0,Dead +51,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,85,Positive,5,Breast,White,Female,Dead,2012,2016,4,Dead +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,3,Breast,White,Female,Dead,2012,2016,4,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,1,Breast,White,Female,Dead,2012,2016,4,Dead +63,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alive,White,Female,Alive,2011,2016,5,Alive +53,8,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,14,Breast,Black,Female,Dead,2012,2016,4,Dead +69,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,95,Breast,White,Female,Dead,2012,2015,3,Dead +41,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Negative,1,Miscellaneous Malignant Cancer,Black,Female,Dead,2012,2014,2,Dead +72,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,5,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2012,2015,3,Dead +88,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Positive,1,Other Cause of Death,White,Female,Dead,2012,2016,4,Dead +43,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,120,Negative,21,Breast,Black,Female,Dead,2012,2015,3,Dead +57,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2013,1,Dead +56,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Positive,95,Breast,White,Female,Dead,2012,2014,2,Dead +44,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Negative,3,Suicide and Self-Inflicted Injury,Black,Female,Dead,2012,2013,1,Dead +90,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,1,Negative,1,Rectum and Rectosigmoid Junction,Black,Female,Dead,2012,2013,1,Dead +96,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Diseases of Heart,White,Female,Dead,2012,2014,2,Dead +67,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Septicemia,Black,Female,Dead,2012,2013,1,Dead +37,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,190,Negative,10,Breast,Black,Female,Dead,2012,2013,1,Dead +96,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,30,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +65,8,3,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,9,Breast,White,Female,Dead,2012,2014,2,Dead +53,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Negative,3,Breast,White,Female,Dead,2012,2015,3,Dead +85,5,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,5,Breast,White,Female,Dead,2012,2014,2,Dead +80,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,8,Hypertension without Heart Disease,Black,Female,Dead,2012,2014,2,Dead +82,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,50,Negative,2,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +35,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,995,Negative,6,Breast,Black,Female,Dead,2012,2014,2,Dead +68,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,46,Negative,10,Breast,Black,Female,Dead,2012,2015,3,Dead +63,0,2,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Lung and Bronchus,White,Female,Dead,2012,2015,3,Dead +60,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,2,Lung and Bronchus,White,Female,Dead,2012,2016,4,Dead +91,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,75,Negative,3,Brain and Other Nervous System,White,Female,Dead,2012,2014,2,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2011,2011,0,Dead +46,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,4,Cerebrovascular Diseases,Black,Female,Dead,2012,2016,4,Dead +37,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,0,Breast,White,Female,Dead,2012,2013,1,Dead +48,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,0,Breast,Black,Female,Dead,2012,2015,3,Dead +47,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,39,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2011,2011,0,Dead +65,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,50,Negative,4,Pancreas,White,Female,Dead,2012,2014,2,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,45,Negative,0,Other Cause of Death,Black,Female,Dead,2012,2013,1,Dead +43,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Breast,Black,Female,Dead,2012,2013,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Diseases of Heart,White,Female,Dead,2012,2016,4,Dead +54,10,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,55,Positive,10,Breast,Black,Female,Dead,2012,2013,1,Dead +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,59,Positive,0,Breast,Black,Female,Dead,2012,2013,1,Dead +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,1,Breast,Black,Female,Dead,2012,2015,3,Dead +33,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Negative,14,Other Cause of Death,Black,Female,Dead,2012,2015,3,Dead +84,9,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,11,Breast,Black,Male,Dead,2012,2014,2,Dead +44,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,Black,Female,Dead,2012,2014,2,Dead +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Breast,Black,Female,Dead,2012,2015,3,Dead +63,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Borderline,0,Breast,White,Female,Dead,2012,2012,0,Dead +35,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,29,Negative,2,Breast,Black,Female,Dead,2012,2016,4,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Diseases of Heart,White,Female,Dead,2012,2013,1,Dead +45,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Breast,White,Female,Dead,2012,2012,0,Dead +39,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,998,Unknown,0,Other Cause of Death,Black,Female,Dead,2012,2012,0,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,4,Breast,White,Female,Dead,2012,2015,3,Dead +40,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,47,Positive,9,Breast,Black,Female,Dead,2012,2014,2,Dead +55,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,21,Negative,3,Breast,Black,Female,Dead,2012,2016,4,Dead +59,4,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,28,Negative,9,Breast,White,Female,Dead,2012,2013,1,Dead +50,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,40,Negative,4,Breast,White,Female,Dead,2012,2016,4,Dead +64,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,6,Breast,White,Female,Dead,2012,2014,2,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,0,Diseases of Heart,Black,Female,Dead,2012,2012,0,Dead +79,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,12,Positive,17,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2012,2015,3,Dead +73,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2012,2012,0,Dead +60,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,70,Negative,3,Breast,Black,Female,Dead,2012,2016,4,Dead +62,97,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,29,Negative,98,Miscellaneous Malignant Cancer,Black,Female,Dead,2012,2013,1,Dead +37,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Breast,Black,Female,Dead,2012,2014,2,Dead +55,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Positive,6,Breast,Black,Female,Dead,2012,2015,3,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2012,2014,2,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Positive,0,Breast,Black,Female,Dead,2012,2012,0,Dead +61,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,41,Negative,0,Breast,Black,Female,Dead,2012,2016,4,Dead +72,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Borderline,2,Cerebrovascular Diseases,Black,Female,Dead,2012,2013,1,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2012,2015,3,Dead +61,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,120,Negative,0,Breast,Black,Female,Dead,2012,2013,1,Dead +55,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,8,Negative,0,Breast,Black,Male,Dead,2012,2016,4,Dead +51,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Breast,White,Female,Dead,2012,2014,2,Dead +54,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,998,Positive,0,Breast,White,Female,Dead,2012,2012,0,Dead +72,4,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,4,Breast,Black,Female,Dead,2012,2014,2,Dead +40,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,36,Negative,10,Breast,Black,Female,Dead,2012,2013,1,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Septicemia,White,Female,Dead,2012,2015,3,Dead +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Positive,0,Breast,Black,Female,Dead,2012,2014,2,Dead +73,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,5,Breast,Black,Female,Dead,2012,2015,3,Dead +56,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,99,Breast,Black,Female,Dead,2011,2012,1,Dead +59,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Pancreas,White,Female,Dead,2012,2014,2,Dead +52,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,56,Negative,8,Breast,White,Female,Dead,2012,2016,4,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +86,99,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Accidents and Adverse Effects,Black,Female,Dead,2011,2012,1,Dead +40,99,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Positive,99,Alive,Black,Female,Alive,2011,2016,5,Alive +85,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2011,0,Dead +64,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,25,Unknown,98,Other Cause of Death,White,Female,Dead,2011,2016,5,Dead +74,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,32,Positive,0,Alive,Black,Female,Alive,2011,2016,5,Alive +46,99,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,999,Unknown,99,Miscellaneous Malignant Cancer,Black,Female,Dead,2011,2012,1,Dead +62,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,Black,Female,Alive,2011,2016,5,Alive +40,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,Black,Female,Alive,2011,2016,5,Alive +25,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Alive,Unknown,Female,Alive,2011,2016,5,Alive +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Other Cause of Death,Black,Female,Dead,2011,2015,4,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Alive,Black,Female,Alive,2011,2016,5,Alive +52,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Borderline,10,Breast,Black,Female,Dead,2012,2015,3,Dead +75,1,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,3,Pancreas,Black,Female,Dead,2014,2016,2,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,Black,Female,Dead,2013,2016,3,Dead +59,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,43,Positive,2,Breast,White,Female,Dead,2013,2015,2,Dead +72,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,3,Negative,5,Lung and Bronchus,White,Female,Dead,2013,2015,2,Dead +71,6,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,17,Breast,White,Female,Dead,2013,2015,2,Dead +40,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,5,Breast,Black,Female,Dead,2013,2016,3,Dead +58,98,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +62,0,2,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,7,Negative,6,Lung and Bronchus,White,Female,Dead,2013,2015,2,Dead +39,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,17,Breast,Black,Female,Dead,2013,2014,1,Dead +74,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,13,Cerebrovascular Diseases,White,Female,Dead,2013,2014,1,Dead +35,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,120,Negative,8,Breast,White,Female,Dead,2013,2015,2,Dead +64,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,0,Breast,White,Female,Dead,2012,2015,3,Dead +42,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,64,Positive,0,Breast,White,Female,Dead,2013,2016,3,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +74,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Negative,95,Breast,White,Female,Dead,2013,2013,0,Dead +68,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,23,Negative,2,Diabetes Mellitus,Black,Female,Dead,2013,2016,3,Dead +84,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +75,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,5,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +45,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,5,Breast,Black,Female,Dead,2013,2016,3,Dead +41,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,24,Negative,14,Breast,White,Female,Dead,2013,2014,1,Dead +46,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,14,Negative,3,Breast,Black,Female,Dead,2013,2014,1,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +67,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,19,Positive,3,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2011,2011,0,Dead +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,69,Negative,4,Breast,Black,Female,Dead,2013,2016,3,Dead +76,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,2,Breast,Black,Female,Dead,2013,2016,3,Dead +54,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,85,Negative,11,Breast,Black,Female,Dead,2013,2015,2,Dead +59,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,3,Breast,Black,Female,Dead,2013,2014,1,Dead +54,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,28,Negative,7,Alive,Black,Female,Alive,2011,2016,5,Alive +45,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,22,Negative,15,Breast,Black,Female,Dead,2013,2016,3,Dead +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2013,2013,0,Dead +85,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,95,Breast,White,Female,Dead,2012,2013,1,Dead +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,50,Unknown,9,Breast,Black,Female,Dead,2012,2014,2,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,0,Breast,Black,Female,Dead,2013,2016,3,Dead +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,994,Borderline,9,Breast,White,Female,Dead,2013,2014,1,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,28,Negative,5,Breast,White,Female,Dead,2013,2015,2,Dead +55,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,80,Negative,95,Breast,Black,Female,Dead,2013,2014,1,Dead +83,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,171,Negative,0,Breast,Black,Female,Dead,2013,2013,0,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,2,Breast,Black,Female,Dead,2013,2014,1,Dead +82,0,1,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,35,Negative,2,Breast,White,Female,Dead,2013,2016,3,Dead +78,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Positive,95,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +69,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,16,Negative,2,Brain and Other Nervous System,White,Female,Dead,2012,2014,2,Dead +79,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Chronic Obstructive Pulmonary Disease and Allied Cond,Black,Female,Dead,2013,2015,2,Dead +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Diseases of Heart,Black,Female,Dead,2013,2013,0,Dead +55,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,2,Bones and Joints,White,Female,Dead,2013,2015,2,Dead +80,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,22,Hypertension without Heart Disease,Black,Female,Dead,2013,2014,1,Dead +48,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,Black,Female,Alive,2010,2016,6,Alive +56,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,95,Breast,Black,Female,Dead,2013,2015,2,Dead +71,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,4,Breast,White,Female,Dead,2013,2016,3,Dead +50,8,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,35,Negative,8,Breast,Black,Female,Dead,2013,2014,1,Dead +70,4,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,72,Negative,9,Breast,White,Female,Dead,2013,2015,2,Dead +45,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,22,Positive,0,Cervix Uteri,Black,Female,Dead,2013,2013,0,Dead +63,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,16,Negative,2,Breast,Black,Female,Dead,2013,2014,1,Dead +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,5,Negative,0,Suicide and Self-Inflicted Injury,Unknown,Female,Dead,2013,2013,0,Dead +56,0,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,65,Unknown,3,Breast,Black,Female,Dead,2013,2015,2,Dead +68,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,27,Negative,7,Breast,White,Female,Dead,2013,2016,3,Dead +84,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,4,Negative,4,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +64,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,37,Negative,3,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +76,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,95,Breast,Black,Female,Dead,2013,2015,2,Dead +41,98,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,0,Breast,Black,Female,Dead,2013,2016,3,Dead +70,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2013,1,Dead +37,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,41,Negative,0,Breast,Black,Female,Dead,2013,2016,3,Dead +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +48,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Negative,2,Breast,Black,Female,Dead,2013,2015,2,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,30,Negative,17,Breast,Black,Female,Dead,2013,2015,2,Dead +79,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +58,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,0,Diseases of Heart,White,Male,Dead,2012,2012,0,Dead +56,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,Black,Female,Dead,2012,2013,1,Dead +62,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,4,Breast,Black,Female,Dead,2013,2013,0,Dead +69,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +46,10,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,17,Suicide and Self-Inflicted Injury,White,Female,Dead,2013,2014,1,Dead +56,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,53,Negative,95,Miscellaneous Malignant Cancer,Black,Female,Dead,2013,2015,2,Dead +62,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Positive,2,Diseases of Heart,White,Female,Dead,2013,2015,2,Dead +64,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,29,Negative,95,Breast,White,Female,Dead,2013,2013,0,Dead +43,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,5,Pneumonia and Influenza,White,Female,Dead,2013,2014,1,Dead +49,0,1,Radioactive implants (includes brachytherapy) (1988+),Yes,Radiation after surgery,Negative,Negative,18,Positive,6,Breast,Black,Female,Dead,2013,2016,3,Dead +48,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,12,Negative,5,Suicide and Self-Inflicted Injury,White,Female,Dead,2013,2013,0,Dead +60,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,55,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Cerebrovascular Diseases,Black,Female,Dead,2013,2016,3,Dead +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,15,Negative,1,Breast,Black,Female,Dead,2013,2013,0,Dead +51,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,3,Stomach,Black,Female,Dead,2013,2016,3,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Borderline,0,Breast,White,Female,Dead,2013,2014,1,Dead +40,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,8,Positive,0,Breast,Black,Female,Dead,2013,2016,3,Dead +46,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +71,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,2,Breast,Black,Female,Dead,2013,2016,3,Dead +78,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +66,98,2,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2013,2016,3,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,0,Breast,Black,Female,Dead,2013,2013,0,Dead +66,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,95,Breast,White,Female,Dead,2013,2015,2,Dead +46,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +50,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,13,Breast,White,Female,Dead,2013,2016,3,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Pancreas,White,Female,Dead,2013,2013,0,Dead +43,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,95,Breast,Black,Female,Dead,2013,2015,2,Dead +54,5,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,62,Negative,9,Breast,Black,Female,Dead,2013,2016,3,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,992,Negative,98,Diseases of Heart,White,Female,Dead,2010,2014,4,Dead +73,3,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,0,Negative,16,Suicide and Self-Inflicted Injury,White,Female,Dead,2013,2015,2,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,35,Positive,1,Breast,Black,Female,Dead,2013,2016,3,Dead +40,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,95,Positive,95,Breast,Black,Female,Dead,2013,2014,1,Dead +78,21,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,32,Negative,25,Breast,White,Female,Dead,2013,2014,1,Dead +49,4,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Positive,5,Breast,Black,Female,Dead,2013,2015,2,Dead +77,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,5,Breast,White,Female,Dead,2013,2016,3,Dead +65,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,65,Positive,14,Breast,Black,Female,Dead,2013,2015,2,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,9,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +44,1,1,Beam radiation,Yes,Radiation prior to surgery,Negative,Negative,60,Negative,2,Breast,White,Female,Dead,2013,2013,0,Dead +55,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,34,Negative,10,Breast,Black,Female,Dead,2013,2014,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2015,2,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,15,Negative,3,Breast,White,Female,Dead,2013,2015,2,Dead +71,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,26,Negative,10,Breast,White,Female,Dead,2013,2014,1,Dead +85,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,2,Myeloma,White,Female,Dead,2013,2015,2,Dead +49,5,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,150,Positive,12,Breast,Black,Female,Dead,2013,2014,1,Dead +59,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,60,Negative,14,Breast,Black,Female,Dead,2013,2014,1,Dead +80,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,43,Positive,0,Breast,Black,Female,Dead,2013,2016,3,Dead +55,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2013,2016,3,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,Black,Female,Dead,2013,2013,0,Dead +65,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,18,Breast,White,Female,Dead,2013,2013,0,Dead +92,98,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,120,Negative,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2013,2014,1,Dead +76,0,3,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,30,Negative,2,Acute Lymphocytic Leukemia,White,Female,Dead,2013,2015,2,Dead +57,95,1,Beam radiation,Yes,Surgery both before and after radiation,Negative,Negative,80,Positive,95,Breast,Black,Female,Dead,2013,2015,2,Dead +59,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,50,Negative,1,Breast,White,Female,Dead,2013,2013,0,Dead +55,0,3,Beam radiation,No/Unknown,Radiation prior to surgery,Positive,Positive,13,Negative,2,Other Acute Leukemia,Black,Female,Dead,2013,2015,2,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,71,Positive,0,Breast,White,Female,Dead,2013,2013,0,Dead +63,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,57,Negative,0,Breast,White,Female,Dead,2013,2016,3,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,120,Negative,11,Breast,Black,Female,Dead,2013,2013,0,Dead +46,12,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,44,Negative,16,Breast,White,Female,Dead,2013,2015,2,Dead +35,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,15,Breast,Black,Female,Dead,2013,2015,2,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +76,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,95,Breast,Black,Female,Dead,2013,2013,0,Dead +74,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,30,Negative,11,Breast,White,Female,Dead,2013,2015,2,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Positive,0,Breast,Black,Female,Dead,2013,2014,1,Dead +75,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,0,Breast,Black,Female,Dead,2013,2015,2,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +46,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,14,Breast,White,Female,Dead,2013,2015,2,Dead +79,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Positive,10,Breast,Black,Female,Dead,2013,2016,3,Dead +61,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,44,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,22,Unknown,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2013,2013,0,Dead +60,95,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,75,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +63,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +58,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,7,Negative,4,Acute Myeloid Leukemia,Black,Female,Dead,2013,2016,3,Dead +96,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2015,2,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,3,Other Cause of Death,Black,Female,Dead,2013,2015,2,Dead +69,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,32,Positive,10,Breast,White,Female,Dead,2013,2014,1,Dead +95,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,95,Cerebrovascular Diseases,Black,Female,Dead,2013,2015,2,Dead +68,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,98,Negative,9,Breast,Black,Female,Dead,2013,2016,3,Dead +62,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,11,Breast,Black,Female,Dead,2013,2015,2,Dead +79,9,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Positive,19,Breast,Black,Female,Dead,2013,2016,3,Dead +50,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,150,Positive,1,Breast,Black,Female,Dead,2013,2016,3,Dead +77,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,18,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2015,2,Dead +53,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,8,Breast,White,Female,Dead,2013,2016,3,Dead +70,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,29,Positive,0,Breast,White,Female,Dead,2013,2014,1,Dead +67,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,2,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +61,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +33,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,7,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +46,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,43,Negative,13,Breast,White,Female,Dead,2013,2015,2,Dead +72,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,160,Negative,37,Breast,Black,Female,Dead,2013,2013,0,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,70,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Positive,0,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,22,Breast,Black,Female,Dead,2013,2014,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,35,Unknown,0,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +58,95,1,Beam radiation,Yes,Radiation before and after surgery,Positive,Negative,145,Negative,95,Breast,Black,Female,Dead,2013,2014,1,Dead +25,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,83,Negative,26,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2014,1,Dead +82,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,35,Positive,1,Breast,White,Female,Dead,2013,2014,1,Dead +52,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2013,2016,3,Dead +76,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,1,Hypertension without Heart Disease,White,Female,Dead,2013,2015,2,Dead +64,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,4,Alive,White,Female,Alive,2010,2016,6,Alive +75,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,28,Negative,11,Breast,White,Female,Dead,2013,2015,2,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Diseases of Heart,White,Female,Dead,2013,2013,0,Dead +86,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,Black,Female,Dead,2013,2014,1,Dead +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,19,Negative,1,Esophagus,White,Female,Dead,2013,2016,3,Dead +62,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,57,Negative,0,Breast,Black,Female,Dead,2013,2016,3,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Positive,0,Breast,Black,Female,Dead,2013,2013,0,Dead +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,1,Breast,Black,Female,Dead,2013,2014,1,Dead +46,98,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,37,Negative,0,Breast,Black,Female,Dead,2013,2015,2,Dead +52,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,33,Negative,0,State DC not available or state DC available but no COD,Black,Female,Dead,2013,2014,1,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Breast,Black,Female,Dead,2013,2015,2,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,35,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +80,8,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,35,Negative,18,Lung and Bronchus,Black,Female,Dead,2013,2014,1,Dead +74,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,27,Negative,13,Other Cause of Death,Black,Female,Dead,2013,2015,2,Dead +68,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,125,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +71,97,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Negative,96,Breast,Black,Female,Dead,2013,2014,1,Dead +45,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,95,Breast,Black,Female,Dead,2013,2014,1,Dead +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,2,Brain and Other Nervous System,White,Female,Dead,2013,2015,2,Dead +41,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,69,Negative,5,Breast,Black,Female,Dead,2013,2015,2,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +63,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,2,Breast,Black,Female,Dead,2013,2016,3,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,0,Breast,Black,Female,Dead,2013,2013,0,Dead +38,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,56,Negative,0,Other Cause of Death,Black,Female,Dead,2013,2016,3,Dead +66,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,999,Negative,95,Breast,Black,Female,Dead,2013,2015,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,27,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +66,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,16,Negative,0,Breast,White,Female,Dead,2013,2013,0,Dead +70,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +62,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,Black,Female,Dead,2013,2015,2,Dead +56,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,22,Negative,95,Breast,Black,Female,Dead,2013,2015,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,25,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2013,0,Dead +63,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,1,Breast,Black,Female,Dead,2013,2014,1,Dead +68,11,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,70,Negative,15,Breast,White,Female,Dead,2013,2015,2,Dead +62,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,15,Negative,21,Alive,White,Female,Alive,2010,2016,6,Alive +68,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,4,Lung and Bronchus,White,Female,Dead,2013,2015,2,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2016,2,Dead +72,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,14,Negative,1,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2013,2016,3,Dead +97,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Cerebrovascular Diseases,White,Female,Dead,2011,2012,1,Dead +57,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,40,Positive,8,Breast,Black,Female,Dead,2013,2016,3,Dead +71,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,10,Negative,3,Other Cause of Death,White,Female,Dead,2013,2015,2,Dead +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,152,Positive,0,Breast,Black,Female,Dead,2013,2014,1,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +75,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,2,Breast,Black,Female,Dead,2013,2016,3,Dead +66,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,0,Breast,Black,Male,Dead,2013,2015,2,Dead +87,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,11,Positive,2,Diseases of Heart,White,Female,Dead,2013,2016,3,Dead +67,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,38,Negative,8,Breast,White,Female,Dead,2013,2016,3,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,Black,Female,Dead,2013,2015,2,Dead +71,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,4,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2013,2016,3,Dead +93,11,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Negative,11,Breast,White,Female,Dead,2013,2014,1,Dead +42,6,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,180,Negative,20,Breast,Black,Female,Dead,2013,2015,2,Dead +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,0,State DC not available or state DC available but no COD,Black,Female,Dead,2014,2014,0,Dead +76,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,2,Negative,1,Breast,White,Female,Dead,2013,2016,3,Dead +47,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2013,2014,1,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2010,2010,0,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Negative,0,Other Cause of Death,Black,Female,Dead,2013,2014,1,Dead +56,0,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,4,Breast,White,Female,Dead,2014,2016,2,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,52,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +67,5,1,Beam radiation,Yes,Radiation before and after surgery,Negative,Negative,12,Negative,8,Breast,Black,Female,Dead,2014,2015,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,62,Negative,0,Cerebrovascular Diseases,Black,Female,Dead,2012,2012,0,Dead +83,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +43,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,1,Breast,Black,Female,Dead,2014,2016,2,Dead +68,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,1,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2014,0,Dead +37,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,77,Negative,21,Breast,White,Female,Dead,2013,2015,2,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,25,Negative,0,Other Cause of Death,White,Female,Dead,2013,2016,3,Dead +55,9,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,9,Cerebrovascular Diseases,Black,Female,Dead,2014,2015,1,Dead +46,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,21,Negative,0,Diseases of Heart,Black,Female,Dead,2013,2014,1,Dead +69,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2012,0,Dead +85,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2012,2012,0,Dead +91,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2012,2012,0,Dead +50,9,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,102,Negative,13,Breast,White,Female,Dead,2014,2016,2,Dead +70,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Positive,0,Breast,Black,Female,Dead,2013,2016,3,Dead +75,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,17,Negative,1,Breast,Black,Female,Dead,2013,2014,1,Dead +56,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Unknown,50,Negative,95,Breast,Black,Female,Dead,2014,2015,1,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +58,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2012,2014,2,Dead +86,15,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,45,Negative,17,Breast,White,Female,Dead,2014,2014,0,Dead +72,95,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Negative,13,Negative,5,Breast,Black,Female,Dead,2014,2015,1,Dead +97,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,13,Positive,0,Hypertension without Heart Disease,White,Female,Dead,2014,2014,0,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,998,Unknown,0,Breast,White,Female,Dead,2013,2016,3,Dead +75,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Positive,0,Breast,Black,Female,Dead,2013,2014,1,Dead +70,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,95,Lung and Bronchus,White,Male,Dead,2014,2014,0,Dead +70,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,0,Unknown,0,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +57,6,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,34,Negative,8,Breast,Black,Female,Dead,2014,2015,1,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +79,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,780,Negative,95,Breast,Black,Female,Dead,2013,2014,1,Dead +92,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,110,Positive,95,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2014,1,Dead +84,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,2,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2013,2016,3,Dead +73,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,5,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2013,2016,3,Dead +56,4,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Positive,11,Alive,White,Female,Alive,2010,2015,5,Alive +50,4,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,22,Negative,9,Septicemia,White,Female,Dead,2013,2015,2,Dead +62,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,53,Negative,10,Breast,Black,Female,Dead,2014,2015,1,Dead +65,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,1,Breast,Black,Female,Dead,2014,2014,0,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,42,Borderline,0,Breast,White,Female,Dead,2014,2016,2,Dead +63,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,22,Negative,4,Alive,Black,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,184,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,65,Negative,11,Septicemia,White,Female,Dead,2014,2014,0,Dead +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +67,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Negative,4,Breast,White,Female,Dead,2014,2016,2,Dead +37,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,118,Negative,95,Breast,White,Female,Dead,2013,2016,3,Dead +61,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,118,Negative,0,Breast,Black,Female,Dead,2013,2015,2,Dead +51,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,70,Negative,11,Breast,Black,Female,Dead,2014,2016,2,Dead +28,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,9,Negative,95,Breast,Black,Female,Dead,2013,2016,3,Dead +42,5,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,11,Breast,Black,Female,Dead,2014,2015,1,Dead +36,3,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,38,Negative,17,Breast,Black,Female,Dead,2014,2016,2,Dead +71,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,22,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +81,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2014,2016,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2014,2014,0,Dead +83,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,58,Negative,98,Diseases of Heart,Black,Female,Dead,2013,2016,3,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,0,Diseases of Heart,Black,Female,Dead,2014,2015,1,Dead +53,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,83,Negative,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2014,2015,1,Dead +91,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,12,Negative,95,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +89,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,40,Negative,2,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +35,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,11,Negative,17,Breast,Black,Female,Dead,2014,2015,1,Dead +80,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,1,Breast,White,Female,Dead,2013,2014,1,Dead +68,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Positive,86,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,14,Negative,0,Breast,White,Female,Dead,2013,2014,1,Dead +39,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,14,Negative,0,Diseases of Heart,Black,Female,Dead,2013,2016,3,Dead +83,2,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,35,Negative,4,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2014,2015,1,Dead +53,4,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,120,Negative,4,Breast,Black,Female,Dead,2014,2016,2,Dead +58,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,3,Hypertension without Heart Disease,White,Female,Dead,2014,2014,0,Dead +48,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2013,2013,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,0,Diseases of Heart,White,Female,Dead,2014,2016,2,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,100,Positive,0,Miscellaneous Malignant Cancer,Black,Female,Dead,2014,2015,1,Dead +60,7,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,60,Positive,10,Diseases of Heart,Black,Female,Dead,2014,2015,1,Dead +44,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,160,Positive,99,Breast,White,Female,Dead,2014,2014,0,Dead +66,2,2,Beam radiation,Yes,Radiation after surgery,Positive,Positive,995,Negative,5,Colon excluding Rectum,Black,Female,Dead,2014,2015,1,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +68,2,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Unknown,42,Positive,25,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +61,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,6,Negative,0,Acute Myeloid Leukemia,White,Female,Dead,2014,2014,0,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,14,Positive,0,Breast,White,Female,Dead,2014,2014,0,Dead +66,7,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,9,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2015,1,Dead +70,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +57,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,11,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +50,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,166,Negative,0,Breast,Black,Female,Dead,2014,2016,2,Dead +47,98,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +41,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,48,Positive,0,Breast,Black,Female,Dead,2014,2014,0,Dead +75,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,9,Breast,White,Female,Dead,2014,2016,2,Dead +57,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,126,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,11,Unknown,0,Breast,Black,Female,Dead,2014,2014,0,Dead +76,6,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,102,Negative,6,Breast,Black,Female,Dead,2014,2015,1,Dead +77,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,65,Negative,0,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2014,2016,2,Dead +33,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2014,2014,0,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,70,Negative,0,Diseases of Heart,White,Female,Dead,2014,2014,0,Dead +38,14,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,15,Negative,17,Breast,Black,Female,Dead,2014,2015,1,Dead +55,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,34,Negative,95,Breast,Black,Female,Dead,2014,2014,0,Dead +80,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,50,Negative,9,Breast,White,Female,Dead,2014,2014,0,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Negative,0,Breast,Black,Female,Dead,2014,2014,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,24,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +85,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Positive,20,Negative,12,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +48,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,45,Positive,0,Breast,Black,Female,Dead,2014,2014,0,Dead +74,1,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,160,Negative,1,Breast,Black,Female,Dead,2014,2015,1,Dead +80,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,46,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +75,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +86,98,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,60,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +53,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,10,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +60,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,76,Negative,8,Breast,Black,Female,Dead,2014,2016,2,Dead +74,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,8,Breast,White,Female,Dead,2014,2016,2,Dead +84,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,43,Borderline,95,Diseases of Heart,Black,Female,Dead,2014,2014,0,Dead +79,0,1,Radioactive implants (includes brachytherapy) (1988+),No/Unknown,Radiation after surgery,Positive,Negative,9,Negative,2,Breast,Black,Female,Dead,2014,2016,2,Dead +65,1,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,25,Negative,2,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2016,2,Dead +62,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,36,Negative,4,Breast,Black,Female,Dead,2014,2016,2,Dead +39,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,64,Negative,95,Breast,Black,Female,Dead,2014,2015,1,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,36,Negative,0,Septicemia,Black,Female,Dead,2014,2016,2,Dead +60,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,12,Negative,0,Lung and Bronchus,Black,Female,Dead,2014,2014,0,Dead +25,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,5,Negative,2,Breast,Black,Female,Dead,2014,2015,1,Dead +60,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +77,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2014,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +61,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,27,Negative,9,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +64,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,Black,Female,Dead,2014,2014,0,Dead +60,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,991,Negative,0,Other Cause of Death,Black,Female,Dead,2014,2016,2,Dead +60,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2014,2015,1,Dead +52,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2014,2014,0,Dead +49,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,60,Negative,0,Pneumonia and Influenza,Black,Female,Dead,2014,2014,0,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,15,Negative,2,Diseases of Heart,Black,Female,Dead,2014,2016,2,Dead +53,8,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,105,Negative,11,Breast,Black,Female,Dead,2014,2016,2,Dead +69,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,9,Chronic Obstructive Pulmonary Disease and Allied Cond,White,Female,Dead,2014,2016,2,Dead +38,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,70,Positive,12,Breast,White,Female,Dead,2014,2016,2,Dead +29,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,0,Other Cause of Death,Black,Female,Dead,2014,2015,1,Dead +67,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,24,Negative,3,Breast,Black,Female,Dead,2012,2015,3,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,60,Positive,0,Breast,White,Female,Dead,2014,2015,1,Dead +54,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,41,Positive,0,Breast,Black,Female,Dead,2014,2015,1,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,18,Negative,0,Breast,White,Female,Dead,2014,2016,2,Dead +79,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +54,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,64,Negative,95,Breast,White,Female,Dead,2014,2015,1,Dead +65,0,3,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,6,Negative,6,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2016,2,Dead +47,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Borderline,95,Breast,Black,Female,Dead,2014,2015,1,Dead +75,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2014,2014,0,Dead +39,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,170,Negative,5,Breast,Black,Female,Dead,2014,2015,1,Dead +50,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,100,Negative,33,Breast,Black,Female,Dead,2014,2016,2,Dead +78,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2013,2014,1,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,47,Negative,0,Breast,Black,Female,Dead,2013,2014,1,Dead +37,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,0,Unknown,95,Breast,Black,Female,Dead,2014,2014,0,Dead +60,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,95,Breast,Black,Female,Dead,2014,2015,1,Dead +83,17,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,23,Negative,24,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2014,2016,2,Dead +49,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,998,Negative,0,Diseases of Heart,Black,Female,Dead,2014,2014,0,Dead +62,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +52,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +65,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,1,Cerebrovascular Diseases,White,Female,Dead,2014,2016,2,Dead +79,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,99,Breast,Black,Female,Dead,2013,2016,3,Dead +70,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Negative,2,Cerebrovascular Diseases,White,Female,Dead,2014,2015,1,Dead +54,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Diseases of Heart,Black,Female,Dead,2014,2014,0,Dead +66,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2014,2014,0,Dead +38,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,100,Positive,1,Breast,White,Female,Dead,2015,2015,0,Dead +25,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,84,Negative,0,Breast,Black,Female,Dead,2014,2015,1,Dead +59,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,Black,Female,Dead,2014,2014,0,Dead +49,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,42,Negative,12,Breast,Black,Female,Dead,2014,2015,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2013,2013,0,Dead +56,95,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,29,Negative,95,Breast,Black,Female,Dead,2014,2016,2,Dead +67,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +80,0,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,12,Negative,4,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +55,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,57,Negative,0,Breast,White,Female,Dead,2013,2015,2,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,31,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +42,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,17,Negative,1,Breast,Black,Female,Dead,2014,2015,1,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2014,2014,0,Dead +55,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,74,Positive,0,Breast,Black,Female,Dead,2015,2015,0,Dead +55,3,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Positive,21,Alive,White,Female,Alive,2011,2016,5,Alive +41,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,90,Negative,8,Soft Tissue including Heart,Black,Female,Dead,2014,2016,2,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,93,Unknown,0,Breast,White,Female,Dead,2013,2013,0,Dead +90,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2013,0,Dead +59,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,49,Negative,95,Breast,Black,Female,Dead,2014,2015,1,Dead +68,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,55,Negative,95,Breast,White,Female,Dead,2014,2014,0,Dead +55,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,33,Negative,0,State DC not available or state DC available but no COD,White,Female,Dead,2014,2015,1,Dead +72,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,37,Negative,1,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +73,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Borderline,3,Diseases of Heart,Black,Female,Dead,2014,2015,1,Dead +61,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,66,Negative,9,Breast,Black,Female,Dead,2014,2016,2,Dead +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,27,Unknown,99,Breast,Black,Female,Dead,2013,2013,0,Dead +46,11,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,55,Negative,23,Breast,White,Female,Dead,2015,2016,1,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,25,Negative,0,Diseases of Heart,Black,Female,Dead,2014,2015,1,Dead +66,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,150,Negative,95,Breast,White,Female,Dead,2014,2016,2,Dead +40,8,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,80,Negative,9,Breast,Black,Female,Dead,2015,2016,1,Dead +67,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,49,Negative,95,Breast,Black,Female,Dead,2014,2015,1,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,26,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +59,2,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,40,Negative,30,Breast,Black,Female,Dead,2010,2013,3,Dead +63,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Negative,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +61,2,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,90,Negative,3,Breast,White,Female,Dead,2014,2016,2,Dead +67,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,11,Negative,96,Other Digestive Organs,White,Female,Dead,2014,2015,1,Dead +87,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,70,Unknown,0,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2013,2013,0,Dead +74,98,1,Beam radiation,No/Unknown,Radiation after surgery,Unknown,Unknown,999,Unknown,0,Breast,White,Female,Dead,2013,2015,2,Dead +59,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,0,Breast,White,Female,Dead,2014,2015,1,Dead +77,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,5,Breast,White,Female,Dead,2015,2016,1,Dead +39,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,12,Negative,3,Miscellaneous Malignant Cancer,Black,Female,Dead,2015,2016,1,Dead +74,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,20,Negative,3,Septicemia,White,Female,Dead,2015,2015,0,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,63,Positive,0,Breast,White,Female,Dead,2015,2015,0,Dead +56,0,2,Beam radiation,Yes,Radiation after surgery,Positive,Negative,11,Positive,1,Chronic Liver Disease and Cirrhosis,Black,Female,Dead,2015,2016,1,Dead +58,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,47,Positive,0,Breast,Black,Female,Dead,2014,2015,1,Dead +93,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2012,2014,2,Dead +30,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,11,Positive,95,Breast,Black,Female,Dead,2014,2016,2,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Borderline,0,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +55,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,62,Negative,6,Breast,White,Female,Dead,2014,2016,2,Dead +69,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2012,2013,1,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +69,2,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,18,Negative,10,Breast,Black,Female,Dead,2014,2016,2,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,80,Positive,0,Breast,Black,Female,Dead,2014,2015,1,Dead +60,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,95,Breast,Black,Female,Dead,2014,2015,1,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,150,Positive,0,Breast,Black,Female,Dead,2014,2014,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,17,Negative,0,Accidents and Adverse Effects,White,Female,Dead,2015,2016,1,Dead +58,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,19,Negative,5,Diseases of Heart,Black,Female,Dead,2015,2016,1,Dead +71,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,80,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +85,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Positive,999,Positive,95,Breast,Black,Female,Dead,2015,2016,1,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,8,Negative,0,Diseases of Heart,White,Female,Dead,2014,2015,1,Dead +65,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,20,Negative,2,Other Cause of Death,Black,Female,Dead,2015,2016,1,Dead +75,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2014,2014,0,Dead +38,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,42,Unknown,0,Breast,Black,Female,Dead,2015,2015,0,Dead +39,27,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,180,Negative,29,Breast,White,Female,Dead,2015,2016,1,Dead +60,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,10,Negative,4,Breast,White,Female,Dead,2014,2015,1,Dead +63,2,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,27,Negative,3,Breast,White,Female,Dead,2014,2015,1,Dead +41,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,998,Negative,17,Breast,Black,Female,Dead,2014,2016,2,Dead +64,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,27,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +74,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,50,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,993,Negative,0,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +42,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,30,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +48,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,32,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,58,Positive,0,Breast,Black,Female,Dead,2015,2015,0,Dead +72,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2014,2014,0,Dead +46,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Miscellaneous Malignant Cancer,White,Female,Dead,2014,2015,1,Dead +79,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Lung and Bronchus,Black,Female,Dead,2014,2014,0,Dead +92,99,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2014,2014,0,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,89,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +87,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,95,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2015,2016,1,Dead +76,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,80,Negative,1,Breast,Black,Female,Dead,2015,2016,1,Dead +39,1,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,50,Negative,1,Alive,White,Female,Alive,2011,2016,5,Alive +75,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,55,Positive,0,State DC not available or state DC available but no COD,White,Female,Dead,2015,2016,1,Dead +74,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,999,Positive,95,Diabetes Mellitus,Black,Female,Dead,2015,2015,0,Dead +53,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,23,Negative,1,Breast,Black,Female,Dead,2015,2016,1,Dead +56,98,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,23,Negative,0,Breast,White,Female,Dead,2015,2015,0,Dead +66,0,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,35,Positive,11,Breast,White,Female,Dead,2015,2016,1,Dead +52,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,170,Negative,95,Breast,Black,Female,Dead,2015,2016,1,Dead +52,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,70,Borderline,0,Breast,Black,Female,Dead,2014,2015,1,Dead +35,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,40,Negative,2,Breast,Black,Female,Dead,2015,2016,1,Dead +41,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +68,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,31,Negative,95,Diseases of Heart,Black,Female,Dead,2015,2016,1,Dead +90,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,35,Positive,0,Breast,Black,Female,Dead,2015,2016,1,Dead +51,20,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,23,Breast,White,Female,Dead,2015,2016,1,Dead +56,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,13,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +49,4,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,24,Septicemia,Black,Female,Dead,2015,2016,1,Dead +50,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,33,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +33,3,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,18,Negative,3,Breast,White,Female,Dead,2015,2016,1,Dead +66,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,100,Negative,0,Gallbladder,Black,Female,Dead,2013,2014,1,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Positive,0,Lung and Bronchus,White,Female,Dead,2014,2014,0,Dead +56,99,1,Beam radiation,Yes,Radiation after surgery,Positive,Unknown,22,Borderline,99,Alive,White,Female,Alive,2010,2016,6,Alive +78,1,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,6,Breast,Black,Female,Dead,2015,2016,1,Dead +91,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Other Cause of Death,White,Female,Dead,2015,2015,0,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,120,Unknown,0,Breast,Black,Female,Dead,2015,2015,0,Dead +61,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +60,16,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,113,Positive,18,Other Infectious and Parasitic Diseases including HIV,Black,Female,Dead,2015,2015,0,Dead +48,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,95,Breast,Black,Female,Dead,2015,2016,1,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,52,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +50,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,140,Negative,11,Breast,Black,Female,Dead,2015,2016,1,Dead +30,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Other Cause of Death,Black,Female,Dead,2015,2016,1,Dead +92,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,49,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2015,2016,1,Dead +53,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,994,Positive,0,Breast,Black,Female,Dead,2015,2016,1,Dead +31,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,71,Positive,95,Breast,White,Female,Dead,2015,2015,0,Dead +79,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,115,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +75,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,60,Negative,4,Breast,Black,Female,Dead,2015,2015,0,Dead +69,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,15,Negative,2,Diabetes Mellitus,White,Female,Dead,2015,2016,1,Dead +83,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,13,Negative,5,Cerebrovascular Diseases,White,Female,Dead,2015,2016,1,Dead +55,8,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,45,Negative,17,Breast,White,Female,Dead,2014,2016,2,Dead +69,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2011,2016,5,Alive +78,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,16,Negative,2,Breast,Black,Female,Dead,2015,2015,0,Dead +76,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,97,Negative,18,Breast,White,Female,Dead,2015,2016,1,Dead +62,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,25,Negative,19,Other Cause of Death,Black,Female,Dead,2015,2016,1,Dead +69,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,1,Miscellaneous Malignant Cancer,Black,Female,Dead,2015,2015,0,Dead +52,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,4,Negative,3,Suicide and Self-Inflicted Injury,White,Female,Dead,2013,2014,1,Dead +48,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,White,Female,Dead,2015,2016,1,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,142,Unknown,0,Soft Tissue including Heart,Black,Female,Dead,2015,2016,1,Dead +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,995,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +66,4,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,54,Positive,8,Breast,Black,Female,Dead,2015,2016,1,Dead +57,9,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,62,Negative,9,Other Cause of Death,Black,Female,Dead,2015,2016,1,Dead +66,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,11,Negative,13,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +61,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,18,Positive,3,Chronic Liver Disease and Cirrhosis,Black,Female,Dead,2015,2016,1,Dead +59,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,26,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +61,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,6,Positive,2,Breast,Black,Female,Dead,2015,2015,0,Dead +77,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,50,Negative,98,Breast,Black,Female,Dead,2015,2015,0,Dead +51,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,45,Negative,21,Breast,White,Female,Dead,2015,2016,1,Dead +42,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,95,Breast,Black,Female,Dead,2015,2016,1,Dead +66,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,34,Positive,0,Breast,Black,Female,Dead,2015,2015,0,Dead +44,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,0,Diseases of Heart,Black,Female,Dead,2015,2016,1,Dead +32,1,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,1,Breast,White,Female,Dead,2014,2016,2,Dead +73,0,2,Beam radiation,Yes,Radiation after surgery,Negative,Negative,80,Negative,9,Breast,White,Female,Dead,2015,2016,1,Dead +50,95,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,52,Negative,95,Breast,Black,Female,Dead,2015,2016,1,Dead +65,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2011,2014,3,Dead +79,1,1,Refused (1988+),Yes,No radiation and/or cancer-directed surgery,Positive,Positive,51,Negative,2,Aortic Aneurysm and Dissection,Black,Female,Dead,2015,2016,1,Dead +54,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,90,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +85,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,998,Positive,0,Breast,Black,Female,Dead,2015,2015,0,Dead +83,2,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,78,Positive,27,Breast,Black,Female,Dead,2015,2016,1,Dead +51,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,48,Positive,0,Breast,Black,Female,Dead,2013,2015,2,Dead +62,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,25,Positive,0,Breast,Black,Female,Dead,2015,2015,0,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,54,Negative,0,Breast,Black,Male,Dead,2015,2016,1,Dead +84,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,38,Borderline,11,Diseases of Heart,White,Female,Dead,2015,2015,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +77,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,White,Female,Dead,2014,2016,2,Dead +35,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Bones and Joints,Black,Female,Dead,2014,2016,2,Dead +58,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,State DC not available or state DC available but no COD,Black,Female,Dead,2014,2015,1,Dead +39,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,61,Negative,0,Breast,Black,Female,Dead,2015,2016,1,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,30,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +42,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,65,Negative,95,Breast,Black,Female,Dead,2015,2016,1,Dead +78,98,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,9,Negative,0,Breast,Black,Female,Dead,2011,2016,5,Dead +84,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2013,2014,1,Dead +68,7,1,Beam radiation,Yes,Radiation after surgery,Positive,Positive,999,Positive,10,Breast,Black,Female,Dead,2011,2014,3,Dead +32,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,40,Negative,6,Breast,White,Female,Dead,2015,2016,1,Dead +64,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Unknown,Blank(s),Negative,95,Breast,Black,Female,Dead,2016,2016,0,Dead +85,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +85,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,99,Septicemia,White,Female,Dead,2016,2016,0,Dead +52,95,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,Blank(s),Negative,95,Breast,Black,Female,Dead,2016,2016,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Diseases of Heart,White,Female,Dead,2015,2016,1,Dead +39,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Unknown,31,Positive,0,Breast,Black,Female,Dead,2015,2016,1,Dead +65,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,95,Breast,Black,Female,Dead,2016,2016,0,Dead +65,98,2,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +95,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,66,Unknown,0,Other Cause of Death,White,Female,Dead,2013,2014,1,Dead +47,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,95,Breast,Black,Female,Dead,2016,2016,0,Dead +76,98,1,Beam radiation,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +77,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Unknown,Blank(s),Negative,2,Septicemia,White,Female,Dead,2016,2016,0,Dead +91,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Borderline,Blank(s),Positive,0,Other Cause of Death,Black,Female,Dead,2016,2016,0,Dead +94,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,78,Unknown,0,Brain and Other Nervous System,White,Female,Dead,2015,2015,0,Dead +62,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,29,Negative,95,State DC not available or state DC available but no COD,White,Female,Dead,2012,2016,4,Dead +81,99,2,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2011,2014,3,Dead +88,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Septicemia,Black,Female,Dead,2016,2016,0,Dead +72,2,1,Beam radiation,Yes,Radiation after surgery,Positive,Negative,14,Negative,16,Breast,Black,Female,Dead,2015,2016,1,Dead +65,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,7,Negative,0,Alzheimers (ICD-9 and 10 only),White,Female,Dead,2015,2016,1,Dead +48,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,20,Positive,0,Breast,Black,Female,Dead,2015,2016,1,Dead +71,0,2,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,8,Negative,3,Breast,Black,Female,Dead,2015,2016,1,Dead +51,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Positive,95,Breast,White,Female,Dead,2016,2016,0,Dead +42,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,20,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +86,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Borderline,0,Breast,Black,Female,Dead,2016,2016,0,Dead +73,0,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,2,Colon excluding Rectum,Black,Female,Dead,2016,2016,0,Dead +55,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +87,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,48,Negative,13,Other Cause of Death,White,Female,Dead,2015,2016,1,Dead +56,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,999,Negative,0,Liver,Black,Female,Dead,2011,2016,5,Dead +59,98,2,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,0,Chronic Liver Disease and Cirrhosis,White,Female,Dead,2016,2016,0,Dead +51,95,1,Beam radiation,Yes,Radiation after surgery,Negative,Negative,Blank(s),Negative,95,Breast,Black,Female,Dead,2016,2016,0,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Unknown,0,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2016,2016,0,Dead +60,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +87,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,95,Breast,White,Female,Dead,2016,2016,0,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,10,Positive,2,Alive,White,Female,Alive,2011,2016,5,Alive +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Other Cause of Death,Black,Female,Dead,2015,2016,1,Dead +56,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,35,Borderline,3,Breast,White,Female,Dead,2015,2016,1,Dead +56,0,1,Beam radiation,Yes,Radiation after surgery,Negative,Positive,87,Negative,11,Breast,Black,Female,Dead,2015,2016,1,Dead +58,0,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Positive,Blank(s),Negative,4,Other Cause of Death,Black,Female,Dead,2016,2016,0,Dead +55,98,1,Refused (1988+),No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,0,Breast,Black,Female,Dead,2014,2016,2,Dead +68,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Borderline,0,Breast,White,Female,Dead,2016,2016,0,Dead +42,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Negative,Negative,60,Negative,1,Breast,Black,Female,Dead,2014,2015,1,Dead +67,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +93,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Positive,0,Breast,Black,Female,Dead,2016,2016,0,Dead +56,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,15,Negative,7,Alive,White,Female,Alive,2011,2016,5,Alive +73,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Positive,20,Breast,White,Female,Dead,2016,2016,0,Dead +55,0,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,30,Negative,1,Alive,Black,Female,Alive,2010,2016,6,Alive +60,95,1,Beam radiation,No/Unknown,Radiation after surgery,Negative,Negative,Blank(s),Negative,95,Lung and Bronchus,Black,Female,Dead,2016,2016,0,Dead +60,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,999,Negative,0,Breast,White,Female,Dead,2015,2016,1,Dead +68,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Positive,0,Breast,Black,Female,Dead,2016,2016,0,Dead +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +66,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Positive,0,Breast,Black,Female,Dead,2016,2016,0,Dead +78,1,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,1,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +80,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Borderline,0,Breast,White,Female,Dead,2016,2016,0,Dead +78,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +61,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Positive,0,Other Cause of Death,Black,Female,Dead,2016,2016,0,Dead +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Diabetes Mellitus,Black,Female,Dead,2016,2016,0,Dead +78,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2016,3,Dead +76,98,1,Beam radiation,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,998,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +55,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Breast,White,Female,Dead,2016,2016,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,0,Breast,White,Female,Dead,2016,2016,0,Dead +66,95,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Hypertension without Heart Disease,Black,Female,Dead,2016,2016,0,Dead +90,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,99,Miscellaneous Malignant Cancer,White,Female,Dead,2016,2016,0,Dead +50,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Accidents and Adverse Effects,Black,Female,Dead,2016,2016,0,Dead +88,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,Black,Female,Dead,2016,2016,0,Dead +51,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Negative,0,Breast,Black,Female,Dead,2016,2016,0,Dead +81,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,41,Negative,0,Breast,Black,Female,Dead,2015,2015,0,Dead +39,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Borderline,99,Breast,Black,Female,Dead,2016,2016,0,Dead +69,98,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,999,Negative,0,Breast,White,Female,Dead,2012,2015,3,Dead +51,0,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,98,Breast,White,Female,Dead,2015,2015,0,Dead +83,1,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,1,Breast,Black,Female,Dead,2016,2016,0,Dead +75,3,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,21,Breast,Black,Female,Dead,2016,2016,0,Dead +46,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Negative,Blank(s),Negative,99,Breast,Black,Female,Dead,2016,2016,0,Dead +46,99,1,Beam radiation,Yes,Radiation after surgery,Unknown,Unknown,999,Unknown,99,Alive,Black,Female,Alive,2010,2016,6,Alive +38,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,Black,Female,Dead,2011,2016,5,Dead +42,99,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Unknown,Unknown,30,Unknown,99,Breast,Black,Female,Dead,2010,2016,6,Alive +59,95,1,None/Unknown,Yes,No radiation and/or cancer-directed surgery,Positive,Positive,Blank(s),Negative,95,Breast,White,Female,Dead,2016,2016,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +75,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2010,2016,6,Alive +76,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,White,Female,Dead,2016,2016,0,Dead +76,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2014,2016,2,Dead +89,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,Blank(s),Unknown,0,Breast,Black,Female,Dead,2016,2016,0,Dead +70,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Borderline,0,Breast,White,Female,Dead,2016,2016,0,Dead +77,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Breast,White,Female,Dead,2013,2016,3,Dead +89,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alive,White,Female,Alive,2010,2016,6,Alive +82,98,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Negative,Negative,Blank(s),Negative,0,Other Cause of Death,White,Female,Dead,2016,2016,0,Dead +64,10,1,Beam radiation,No/Unknown,Radiation after surgery,Positive,Negative,65,Negative,11,Breast,White,Female,Dead,2014,2016,2,Dead +42,0,2,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Positive,Positive,200,Negative,24,Alive,White,Female,Alive,2010,2016,6,Alive +98,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Other Cause of Death,Black,Female,Dead,2013,2016,3,Dead +88,99,1,None/Unknown,No/Unknown,No radiation and/or cancer-directed surgery,Unknown,Unknown,999,Unknown,99,Alzheimers (ICD-9 and 10 only),Black,Female,Dead,2014,2016,2,Dead diff --git a/sample data/SEER/encoded_SEER_data.csv b/sample data/SEER/encoded_SEER_data.csv new file mode 100644 index 0000000..ca83546 --- /dev/null +++ b/sample data/SEER/encoded_SEER_data.csv @@ -0,0 +1,35350 @@ +time,label,Age at diagnosis,Regional nodes positive (1988+),Total number of in situ/malignant tumors for patient,CS tumor size (2004-2015),Regional nodes examined (1988+),Radiation recode_Combination of beam with implants or isotopes,Radiation recode_None/Unknown,Radiation recode_Radioactive implants (includes brachytherapy) (1988+),Radiation recode_Radioisotopes (1988+),Radiation recode_Refused (1988+),Chemotherapy recode_Yes,Radiation sequence with surgery_Intraoperative radiation,Radiation sequence with surgery_No radiation and/or cancer-directed surgery,Radiation sequence with surgery_Radiation after surgery,Radiation sequence with surgery_Radiation before and after surgery,Radiation sequence with surgery_Radiation prior to surgery,Radiation sequence with surgery_Surgery both before and after radiation,ER Status Recode Breast Cancer (1990+)_Negative,ER Status Recode Breast Cancer (1990+)_Positive,ER Status Recode Breast Cancer (1990+)_Unknown,PR Status Recode Breast Cancer (1990+)_Negative,PR Status Recode Breast Cancer (1990+)_Positive,PR Status Recode Breast Cancer (1990+)_Unknown,Derived HER2 Recode (2010+)_Negative,Derived HER2 Recode (2010+)_Positive,Derived HER2 Recode (2010+)_Unknown,COD to site recode_Acute Lymphocytic Leukemia,COD to site recode_Acute Monocytic Leukemia,COD to site recode_Acute Myeloid Leukemia,COD to site recode_Alive,COD to site recode_Alzheimers (ICD-9 and 10 only),COD to site recode_Aortic Aneurysm and Dissection,COD to site recode_Atherosclerosis,COD to site recode_Bones and Joints,COD to site recode_Brain and Other Nervous System,COD to site recode_Breast,COD to site recode_Cerebrovascular Diseases,COD to site recode_Cervix Uteri,COD to site recode_Chronic Liver Disease and Cirrhosis,COD to site recode_Chronic Lymphocytic Leukemia,COD to site recode_Chronic Myeloid Leukemia,COD to site recode_Chronic Obstructive Pulmonary Disease and Allied Cond,COD to site recode_Colon excluding Rectum,COD to site recode_Congenital Anomalies,COD to site recode_Corpus Uteri,COD to site recode_Diabetes Mellitus,COD to site recode_Diseases of Heart,COD to site recode_Esophagus,COD to site recode_Gallbladder,COD to site recode_Homicide and Legal Intervention,COD to site recode_Hypertension without Heart Disease,COD to site recode_Intrahepatic Bile Duct,COD to site recode_Kidney and Renal Pelvis,COD to site recode_Liver,COD to site recode_Lung and Bronchus,COD to site recode_Melanoma of the Skin,COD to site recode_Miscellaneous Malignant Cancer,COD to site recode_Myeloma,COD to site recode_Non-Hodgkin Lymphoma,COD to site recode_Non-Melanoma Skin,COD to site recode_Oropharynx,COD to site recode_Other Acute Leukemia,COD to site recode_Other Biliary,COD to site recode_Other Cause of Death,COD to site recode_Other Digestive Organs,COD to site recode_Other Infectious and Parasitic Diseases including HIV,COD to site recode_Other Lymphocytic Leukemia,COD to site recode_Other Oral Cavity and Pharynx,COD to site recode_Ovary,COD to site recode_Pancreas,COD to site recode_Pneumonia and Influenza,COD to site recode_Prostate,COD to site recode_Rectum and Rectosigmoid Junction,COD to site recode_Salivary Gland,COD to site recode_Septicemia,COD to site recode_Small Intestine,COD to site recode_Soft Tissue including Heart,COD to site recode_State DC not available or state DC available but no COD,COD to site recode_Stomach,COD to site recode_Stomach and Duodenal Ulcers,COD to site recode_Suicide and Self-Inflicted Injury,COD to site recode_Thyroid,COD to site recode_Tongue,COD to site recode_Tuberculosis,COD to site recode_Urinary Bladder,COD to site recode_Vulva,Race recode_Unknown,Race recode_White,Sex_Male,Vital status recode (study cutoff used)_Dead +5,0,54,3,1,25,14,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0 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Radioactive implants (includes brachytherapy) (1988+) -> 3 + Radioisotopes (1988+) -> 4 + Combination of beam with implants or isotopes -> 1 + Refused (1988+) -> 5 + +Column: Chemotherapy recode + Yes -> 1 + No/Unknown -> 0 + +Column: Radiation sequence with surgery + Radiation after surgery -> 3 + No radiation and/or cancer-directed surgery -> 2 + Radiation before and after surgery -> 4 + Radiation prior to surgery -> 5 + Intraoperative radiation -> 1 + Intraoperative rad with other rad before/after surgery -> 0 + Surgery both before and after radiation -> 6 + +Column: ER Status Recode Breast Cancer (1990+) + Negative -> 1 + Positive -> 2 + Unknown -> 3 + Borderline -> 0 + +Column: PR Status Recode Breast Cancer (1990+) + Negative -> 1 + Positive -> 2 + Unknown -> 3 + Borderline -> 0 + +Column: CS tumor size (2004-2015) + 25 -> 87 + 36 -> 103 + 6 -> 130 + 1 -> 1 + 17 -> 60 + 46 -> 115 + 990 -> 182 + 11 -> 13 + 14 -> 42 + 48 -> 117 + 18 -> 65 + 15 -> 47 + 10 -> 2 + 12 -> 23 + 7 -> 142 + 24 -> 84 + 90 -> 169 + 32 -> 98 + 21 -> 78 + 4 -> 107 + 13 -> 34 + 130 -> 35 + 38 -> 105 + 19 -> 70 + 52 -> 122 + 23 -> 82 + 999 -> 191 + 100 -> 3 + 56 -> 126 + 120 -> 24 + 150 -> 48 + 54 -> 124 + 50 -> 120 + 33 -> 100 + 9 -> 168 + 35 -> 102 + 8 -> 156 + 2 -> 74 + 70 -> 143 + 20 -> 75 + 26 -> 88 + 72 -> 147 + 45 -> 114 + 5 -> 119 + 37 -> 104 + 991 -> 183 + 28 -> 92 + 40 -> 108 + 27 -> 90 + 22 -> 80 + 0 -> 0 + 60 -> 131 + 16 -> 53 + 3 -> 94 + 29 -> 93 + 55 -> 125 + 30 -> 95 + 106 -> 9 + 79 -> 155 + 42 -> 110 + 44 -> 112 + 170 -> 61 + 65 -> 137 + 998 -> 190 + 57 -> 127 + 114 -> 17 + 110 -> 14 + 75 -> 150 + 97 -> 177 + 64 -> 136 + 47 -> 116 + 61 -> 133 + 31 -> 97 + 43 -> 111 + 51 -> 121 + 80 -> 157 + 34 -> 101 + 153 -> 50 + 83 -> 161 + 82 -> 160 + 66 -> 138 + 180 -> 66 + 86 -> 164 + 105 -> 8 + 116 -> 19 + 78 -> 153 + 123 -> 27 + 49 -> 118 + 995 -> 187 + 39 -> 106 + 41 -> 109 + 73 -> 148 + 103 -> 6 + 53 -> 123 + 240 -> 85 + 994 -> 186 + 800 -> 158 + 140 -> 43 + 127 -> 31 + 63 -> 135 + 993 -> 185 + 95 -> 175 + 108 -> 11 + 71 -> 145 + 62 -> 134 + 132 -> 37 + 85 -> 163 + 992 -> 184 + 68 -> 140 + 58 -> 128 + 89 -> 167 + 220 -> 81 + 76 -> 151 + 81 -> 159 + 69 -> 141 + 119 -> 22 + 59 -> 129 + 200 -> 76 + 99 -> 181 + 77 -> 152 + 101 -> 4 + 160 -> 54 + 190 -> 71 + 88 -> 166 + 112 -> 15 + 129 -> 33 + 115 -> 18 + 87 -> 165 + 92 -> 172 + 94 -> 174 + Blank(s) -> 192 + 84 -> 162 + 172 -> 63 + 137 -> 41 + 135 -> 39 + 996 -> 188 + 162 -> 56 + 117 -> 20 + 98 -> 178 + 96 -> 176 + 67 -> 139 + 210 -> 79 + 109 -> 12 + 440 -> 113 + 161 -> 55 + 230 -> 83 + 91 -> 170 + 270 -> 91 + 165 -> 57 + 125 -> 29 + 989 -> 180 + 145 -> 45 + 74 -> 149 + 600 -> 132 + 185 -> 69 + 320 -> 99 + 134 -> 38 + 131 -> 36 + 102 -> 5 + 700 -> 144 + 104 -> 7 + 136 -> 40 + 155 -> 51 + 107 -> 10 + 175 -> 64 + 121 -> 25 + 181 -> 67 + 93 -> 173 + 198 -> 73 + 202 -> 77 + 118 -> 21 + 997 -> 189 + 124 -> 28 + 147 -> 46 + 710 -> 146 + 126 -> 30 + 166 -> 58 + 197 -> 72 + 159 -> 52 + 243 -> 86 + 122 -> 26 + 988 -> 179 + 300 -> 96 + 142 -> 44 + 910 -> 171 + 260 -> 89 + 113 -> 16 + 128 -> 32 + 167 -> 59 + 171 -> 62 + 152 -> 49 + 780 -> 154 + 184 -> 68 + +Column: Derived HER2 Recode (2010+) + Positive -> 2 + Negative -> 1 + Unknown -> 3 + Borderline -> 0 + +Column: COD to site recode + Alive -> 4 + Breast -> 10 + Diseases of Heart -> 21 + Alzheimers (ICD-9 and 10 only) -> 5 + Miscellaneous Malignant Cancer -> 31 + State DC not available or state DC available but no COD -> 52 + Other Cause of Death -> 38 + Septicemia -> 49 + Ovary -> 43 + Diabetes Mellitus -> 20 + Chronic Liver Disease and Cirrhosis -> 13 + Pancreas -> 44 + Chronic Obstructive Pulmonary Disease and Allied Cond -> 16 + Colon excluding Rectum -> 17 + Lung and Bronchus -> 29 + Esophagus -> 22 + Cerebrovascular Diseases -> 11 + Aortic Aneurysm and Dissection -> 6 + Pneumonia and Influenza -> 45 + Accidents and Adverse Effects -> 0 + Hypertension without Heart Disease -> 25 + Acute Myeloid Leukemia -> 3 + Salivary Gland -> 48 + Thyroid -> 56 + Corpus Uteri -> 19 + Melanoma of the Skin -> 30 + Cervix Uteri -> 12 + Non-Hodgkin Lymphoma -> 33 + Myeloma -> 32 + Stomach and Duodenal Ulcers -> 54 + Brain and Other Nervous System -> 9 + Other Infectious and Parasitic Diseases including HIV -> 40 + Other Acute Leukemia -> 36 + Kidney and Renal Pelvis -> 27 + Liver -> 28 + Chronic Lymphocytic Leukemia -> 14 + Suicide and Self-Inflicted Injury -> 55 + Urinary Bladder -> 59 + Intrahepatic Bile Duct -> 26 + Atherosclerosis -> 7 + Soft Tissue including Heart -> 51 + Homicide and Legal Intervention -> 24 + Congenital Anomalies -> 18 + Stomach -> 53 + Other Biliary -> 37 + Rectum and Rectosigmoid Junction -> 47 + Tuberculosis -> 58 + Gallbladder -> 23 + Small Intestine -> 50 + Other Digestive Organs -> 39 + Tongue -> 57 + Acute Lymphocytic Leukemia -> 1 + Oropharynx -> 35 + Other Oral Cavity and Pharynx -> 42 + Bones and Joints -> 8 + Vulva -> 60 + Acute Monocytic Leukemia -> 2 + Non-Melanoma Skin -> 34 + Other Lymphocytic Leukemia -> 41 + Prostate -> 46 + Chronic Myeloid Leukemia -> 15 + +Column: Race recode + White -> 2 + Black -> 0 + Unknown -> 1 + +Column: Sex + Female -> 0 + Male -> 1 + +Column: Vital status recode (study cutoff used) + Alive -> 0 + Dead -> 1 + +Column: stutus_5_years + Alive -> 0 + Dead -> 1 + diff --git a/summarize_results.py b/summarize_results.py index 712125c..ee9f1f5 100755 --- a/summarize_results.py +++ b/summarize_results.py @@ -2,9 +2,10 @@ import numpy as np import pandas as pd -import tensorflow as tf import random import os +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' +import tensorflow as tf # import sys from termcolor import colored @@ -50,7 +51,7 @@ def is_float(input): OUT_ITERATION = 5 data_mode = 'SYNTHETIC' #METABRIC, SYNTHETIC -seed = 1234 +seed = 1234 EVAL_TIMES = [12, 24, 36] # evalution times (for C-index and Brier-Score) @@ -69,6 +70,14 @@ def is_float(input): elif data_mode == 'METABRIC': (x_dim), (data, time, label), (mask1, mask2) = impt.import_dataset_METABRIC(norm_mode = 'standard') EVAL_TIMES = [144, 288, 432] +elif data_mode == 'SEER': + (x_dim), (data, time, label), (mask1, mask2) = impt.import_dataset_SEER(norm_mode = 'standard') + percentiles = np.linspace(2, 100, 20) # Adjust as needed + EVAL_TIMES = np.percentile(time.flatten(),percentiles) +elif data_mode == 'GPU': + (x_dim), (data, time, label), (mask1, mask2) = impt.import_dataset_GPU(norm_mode = "standard") + percentiles = np.linspace(2, 100, 20) # Adjust as needed + EVAL_TIMES = np.percentile(time.flatten(),percentiles) else: print('ERROR: DATA_MODE NOT FOUND !!!') @@ -241,4 +250,18 @@ def is_float(input): print('--------------------------------------------------------') print('- FINAL BRIER-SCORE: ') print(df2_mean) -print('========================================================') \ No newline at end of file +print('========================================================') + + +import matplotlib.pyplot as plt +values_to_plot = pred[0, 0, :] # Extracting the first value along the last axis +plt.plot(values_to_plot) + +plt.stem(values_to_plot, linefmt='b-', markerfmt='bo', basefmt=" ") +plt.show() + +values_to_plot = pred[0, 1, :] # Extracting the first value along the last axis +plt.plot(values_to_plot) + +plt.stem(values_to_plot, linefmt='b-', markerfmt='bo', basefmt=" ") +plt.show() \ No newline at end of file diff --git a/synthetic.ipynb b/synthetic.ipynb new file mode 100644 index 0000000..b35cefc --- /dev/null +++ b/synthetic.ipynb @@ -0,0 +1,359 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from lifelines import KaplanMeierFitter\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "GPU Dataset:\n", + "Dimensions: 15\n", + "Number of categories: 3065\n", + "Number of events: 1\n" + ] + } + ], + "source": [ + "import import_data as impt\n", + "import numpy as np\n", + "\n", + "# Import datasets\n", + "result1 = impt.import_dataset_SYNTHETIC(norm_mode='standard')\n", + "result2 = impt.import_dataset_GPU(norm_mode='standard')\n", + "\n", + "# Unpack all 5 return values properly\n", + "(x_dim1), (data1, time1, label1), (mask1_1, mask2_1), num_Category1, num_Event1 = result1\n", + "(x_dim2), (data2, time2, label2), (mask1_2, mask2_2), num_Category2, num_Event2 = result2\n", + "\n", + "print(\"SYNTHETIC Dataset:\")\n", + "print(f\"Dimensions: {x_dim1}\")\n", + "print(f\"Number of categories: {num_Category1}\")\n", + "print(f\"Number of events: {num_Event1}\")\n", + "\n", + "print(\"\\nGPU Dataset:\")\n", + "print(f\"Dimensions: {x_dim2}\")\n", + "print(f\"Number of categories: {num_Category2}\")\n", + "print(f\"Number of events: {num_Event2}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'df' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[5], line 5\u001b[0m\n\u001b[1;32m 2\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m12\u001b[39m, \u001b[38;5;241m5\u001b[39m))\n\u001b[1;32m 4\u001b[0m plt\u001b[38;5;241m.\u001b[39msubplot(\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m1\u001b[39m)\n\u001b[0;32m----> 5\u001b[0m sns\u001b[38;5;241m.\u001b[39mhistplot(\u001b[43mdf\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtime\u001b[39m\u001b[38;5;124m'\u001b[39m], bins\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m20\u001b[39m, kde\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 6\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDistribution of Reported Times\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 7\u001b[0m plt\u001b[38;5;241m.\u001b[39mxlabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTime\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'df' is not defined" + ] + }, + { + "data": { + "image/png": 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ClAEgEaIMAIkQZQBIhCgDQCJEGQASIcoAkAhRBoBEiDIAJEKUASARogwAiRBlAEiEKANAIkQZABIhygCQCFEGgESIMgAkQpQBIBGiDACJEGUASIQoA0AiRBkAEiHKAJAIUQaARIgyACRClAEgEaIMAIkQZQBIhCgDQCJEGQASIcoAkAhRBoBEiDIAJEKUASARogwAiRBlAEiEKANAIkQZABIhygCQCFEGgESIMgAkok9RXrlyZUyePDmKi4ujoqIiNm3adMC5q1evjnPOOSfGjBkTY8aMiaqqqk+cDwCHqryjvHbt2qitrY26urrYsmVLTJkyJaqrq+Pdd9/d7/wNGzbExRdfHH/6059i48aNUV5eHueff368/fbbn3nxADCSFGRZluVzQEVFRZxxxhlxzz33REREd3d3lJeXx9VXXx0LFy781OO7urpizJgxcc8998ScOXMO6pxtbW1RWloara2tUVJSks9yAaDfDVSX8rpS7uzsjM2bN0dVVdV/72DUqKiqqoqNGzce1H28//778cEHH8TnP//5A87p6OiItra2XjcAGOnyivLu3bujq6srysrKeo2XlZVFc3PzQd3HddddFxMnTuwV9o+rr6+P0tLSnlt5eXk+ywSAYWlQX329bNmyWLNmTTz++ONRXFx8wHmLFi2K1tbWntvOnTsHcZUAMDRG5zN57NixUVhYGC0tLb3GW1paYvz48Z947J133hnLli2LP/zhD3Hqqad+4txcLhe5XC6fpQHAsJfXlXJRUVFMmzYtGhsbe8a6u7ujsbExKisrD3jcHXfcEbfeems0NDTE9OnT+75aABjB8rpSjoiora2NuXPnxvTp02PGjBmxYsWKaG9vj3nz5kVExJw5c2LSpElRX18fERE///nPY8mSJfHII4/E5MmTe373/LnPfS4+97nP9eNDAYDhLe8o19TUxK5du2LJkiXR3NwcU6dOjYaGhp4Xf+3YsSNGjfrvBfh9990XnZ2d8d3vfrfX/dTV1cVNN9302VYPACNI3u9THgrepwxASpJ4nzIAMHBEGQASIcoAkAhRBoBEiDIAJEKUASARogwAiRBlAEiEKANAIkQZABIhygCQCFEGgESIMgAkQpQBIBGiDACJEGUASIQoA0AiRBkAEiHKAJAIUQaARIgyACRClAEgEaIMAIkQZQBIhCgDQCJEGQASIcoAkAhRBoBEiDIAJEKUASARogwAiRBlAEiEKANAIkQZABIhygCQCFEGgESIMgAkQpQBIBGiDACJEGUASIQoA0AiRBkAEiHKAJAIUQaARIgyACRClAEgEaIMAIkQZQBIhCgDQCJEGQASIcoAkAhRBoBEiDIAJEKUASARogwAiRBlAEiEKANAIkQZABIhygCQCFEGgESIMgAkQpQBIBGiDACJEGUASIQoA0AiRBkAEtGnKK9cuTImT54cxcXFUVFREZs2bfrE+b/97W/jhBNOiOLi4jjllFNi/fr1fVosAIxkeUd57dq1UVtbG3V1dbFly5aYMmVKVFdXx7vvvrvf+c8//3xcfPHFcemll8bWrVtj1qxZMWvWrHjppZc+8+IBYCQpyLIsy+eAioqKOOOMM+Kee+6JiIju7u4oLy+Pq6++OhYuXLjP/Jqammhvb4/f/e53PWPf+MY3YurUqbFq1aqDOmdbW1uUlpZGa2trlJSU5LNcAOh3A9Wl0flM7uzsjM2bN8eiRYt6xkaNGhVVVVWxcePG/R6zcePGqK2t7TVWXV0dTzzxxAHP09HRER0dHT1ft7a2RsSHmwAAQ+2jHuV5Xfup8ory7t27o6urK8rKynqNl5WVxSuvvLLfY5qbm/c7v7m5+YDnqa+vj5tvvnmf8fLy8nyWCwAD6u9//3uUlpb22/3lFeXBsmjRol5X1++9914cc8wxsWPHjn598Ieqtra2KC8vj507d/p1QD+xp/3LfvY/e9q/Wltb4+ijj47Pf/7z/Xq/eUV57NixUVhYGC0tLb3GW1paYvz48fs9Zvz48XnNj4jI5XKRy+X2GS8tLfXN1I9KSkrsZz+zp/3LfvY/e9q/Ro3q33cW53VvRUVFMW3atGhsbOwZ6+7ujsbGxqisrNzvMZWVlb3mR0Q8/fTTB5wPAIeqvJ++rq2tjblz58b06dNjxowZsWLFimhvb4958+ZFRMScOXNi0qRJUV9fHxER11xzTZx77rlx1113xYUXXhhr1qyJF154Ie6///7+fSQAMMzlHeWamprYtWtXLFmyJJqbm2Pq1KnR0NDQ82KuHTt29LqcP/PMM+ORRx6JG264Ia6//vr46le/Gk888UScfPLJB33OXC4XdXV1+31Km/zZz/5nT/uX/ex/9rR/DdR+5v0+ZQBgYPjb1wCQCFEGgESIMgAkQpQBIBHJRNnHQfavfPZz9erVcc4558SYMWNizJgxUVVV9an7fyjK93v0I2vWrImCgoKYNWvWwC5wmMl3P997772YP39+TJgwIXK5XBx//PH+u/+YfPd0xYoV8bWvfS0OP/zwKC8vjwULFsR//vOfQVpt2p555pmYOXNmTJw4MQoKCj7x8xo+smHDhjj99NMjl8vFV77ylXj44YfzP3GWgDVr1mRFRUXZQw89lP3lL3/JLr/88uyoo47KWlpa9jv/ueeeywoLC7M77rgje/nll7MbbrghO+yww7IXX3xxkFeepnz385JLLslWrlyZbd26Ndu2bVv2gx/8ICstLc3+9re/DfLK05Xvnn7kzTffzCZNmpSdc8452Xe+853BWewwkO9+dnR0ZNOnT88uuOCC7Nlnn83efPPNbMOGDVlTU9Mgrzxd+e7pr371qyyXy2W/+tWvsjfffDN76qmnsgkTJmQLFiwY5JWnaf369dnixYuzxx57LIuI7PHHH//E+du3b8+OOOKIrLa2Nnv55Zezu+++OyssLMwaGhryOm8SUZ4xY0Y2f/78nq+7urqyiRMnZvX19fudf9FFF2UXXnhhr7GKiorshz/84YCuc7jIdz8/bu/evdmRRx6Z/fKXvxyoJQ47fdnTvXv3ZmeeeWb2wAMPZHPnzhXl/5Hvft53333Zsccem3V2dg7WEoedfPd0/vz52Te/+c1eY7W1tdlZZ501oOscjg4myj/72c+yk046qddYTU1NVl1dnde5hvzp648+DrKqqqpn7GA+DvJ/50d8+HGQB5p/KOnLfn7c+++/Hx988EG//6H14aqve3rLLbfEuHHj4tJLLx2MZQ4bfdnPJ598MiorK2P+/PlRVlYWJ598cixdujS6uroGa9lJ68uennnmmbF58+aep7i3b98e69evjwsuuGBQ1jzS9FeXhvxTogbr4yAPFX3Zz4+77rrrYuLEift8gx2q+rKnzz77bDz44IPR1NQ0CCscXvqyn9u3b48//vGP8f3vfz/Wr18fr7/+evzoRz+KDz74IOrq6gZj2Unry55ecsklsXv37jj77LMjy7LYu3dvXHnllXH99dcPxpJHnAN1qa2tLf7973/H4YcfflD3M+RXyqRl2bJlsWbNmnj88cejuLh4qJczLO3Zsydmz54dq1evjrFjxw71ckaE7u7uGDduXNx///0xbdq0qKmpicWLF8eqVauGemnD1oYNG2Lp0qVx7733xpYtW+Kxxx6LdevWxa233jrUSzukDfmV8mB9HOShoi/7+ZE777wzli1bFn/4wx/i1FNPHchlDiv57ukbb7wRb731VsycObNnrLu7OyIiRo8eHa+++mocd9xxA7vohPXle3TChAlx2GGHRWFhYc/Y17/+9Whubo7Ozs4oKioa0DWnri97euONN8bs2bPjsssui4iIU045Jdrb2+OKK66IxYsX9/tHEo50B+pSSUnJQV8lRyRwpezjIPtXX/YzIuKOO+6IW2+9NRoaGmL69OmDsdRhI989PeGEE+LFF1+Mpqamntu3v/3tOO+886KpqSnKy8sHc/nJ6cv36FlnnRWvv/56zw83ERGvvfZaTJgw4ZAPckTf9vT999/fJ7wf/dCT+UiEvPVbl/J7DdrAWLNmTZbL5bKHH344e/nll7MrrrgiO+qoo7Lm5uYsy7Js9uzZ2cKFC3vmP/fcc9no0aOzO++8M9u2bVtWV1fnLVH/I9/9XLZsWVZUVJQ9+uij2TvvvNNz27Nnz1A9hOTku6cf59XXveW7nzt27MiOPPLI7Mc//nH26quvZr/73e+ycePGZbfddttQPYTk5LundXV12ZFHHpn9+te/zrZv3579/ve/z4477rjsoosuGqqHkJQ9e/ZkW7duzbZu3ZpFRLZ8+fJs69at2V//+tcsy7Js4cKF2ezZs3vmf/SWqJ/+9KfZtm3bspUrVw7ft0RlWZbdfffd2dFHH50VFRVlM2bMyP785z/3/Nu5556bzZ07t9f83/zmN9nxxx+fFRUVZSeddFK2bt26QV5x2vLZz2OOOSaLiH1udXV1g7/whOX7Pfq/RHlf+e7n888/n1VUVGS5XC479thjs9tvvz3bu3fvIK86bfns6QcffJDddNNN2XHHHZcVFxdn5eXl2Y9+9KPsn//85+AvPEF/+tOf9vv/xY/2cO7cudm55567zzFTp07NioqKsmOPPTb7xS9+kfd5fXQjACRiyH+nDAB8SJQBIBGiDACJEGUASIQoA0AiRBkAEiHKAJAIUQaARIgyACRClAEgEaIMAIkQZQBIxP8DNXwpcK00IqoAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Analyze time distributions\n", + "plt.figure(figsize=(12, 5))\n", + "\n", + "plt.subplot(1, 2, 1)\n", + "sns.histplot(df['time'], bins=20, kde=True)\n", + "plt.title('Distribution of Reported Times')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Frequency')\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "sns.histplot(df['true_time'], bins=20, kde=True)\n", + "plt.title('Distribution of True Times')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Frequency')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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lREdHA67Lzu666y4+//xz+vbtW23vCxERkf/973/F6sobDAbatGnDc889R//+/QEq9Hc2Ly+P1atXe+YDLVu25Morr2Tt2rVce+21zJ8/n2bNmrF48WLP37XevXszcOBAFixYwHPPPefpy3XXXcfgwYM9993zEPecrDz9ql+/Pi+++CJDhgxh6tSpnjbHjx/3yYJmJbHZbCxcuJB69eoBsGHDBj7//HM2btzoeV22bdvmCfQ5nU6eeuop+vTpw1NPPeXZT/PmzRkzZgyffvpphef+bg0aNKCoqIjMzEzPnNhty5YtWCwWxo4dS1hYGOAKuG3fvh2n00nr1q1LLQtx+tiUJDY2lldffZWIiAjP/bvuuovPPvvM87t1JlFRUZ5SCK1bty6xLMJnn33GV199xdNPP+35Ir9Xr15YLBaee+45brzxRs477zyg7DlgZc/jyiuv5I033iA3N5fIyEjy8/P58MMPPb+TZzJw4MASH7/oootYtGgRAMOGDWPp0qXk5+djsVhwOp2sW7eOwYMHExYWxpdffsnnn3/OM888w5AhQwDo06cPeXl5PPXUU/z1r3/1LEYXExPDiy++6Hnv/fbbbzz//PNkZGR4lXqrasmvkSNHsm7dOjZt2sQFF1wAuObBF154IWeffbanXVxcHC+//DImk4l+/foREhLCnDlzmDBhAi1btqy294VIdVOmrUgQcwfxKuKbb77h/PPPx2KxeL7BjYqKolu3bnz11Vc+72O9evW8soDdk8Tk5GTPY/Xr1wdcq8Lm5eWRmprq+bbY3cemTZvSqlUrvvzyy0r3xf0t7KmX+LklJydjNpu56qqrSElJ4fPPP+cvf/kLf/vb38pcpKE849ClSxevOmdt27aladOm/O9//6vgWZTOvWKwe6Lqdvnll2M0Gtm0aZPnsbi4OK+aY+6+ubNfSlPWebiDs+4PH1u3bmX//v1ceeWVZfZ/1qxZ/P3vfy/288wzz3jaDBo0CLPZ7LnM6+DBg2zZssWTAfTNN9/gdDoZMGCAV5bCgAEDKCgo8Lo07dQPIIAnWF/Wa1BRLVq0oGvXrp7XxD2BPzXLFlyXqrkDtu77JpOJ//3vf9X6vhAREUlKSvL83X3xxRdp06YNzZs359lnn/UKyFXk72yXLl08gUlw1VB1zxmsVivbt2/nsssu8wSNwBVI6t+/v2dO41bWXKs8/fr55585evRosSDhZZddVqnXrDxatWrlCdiCax4cGxvr9brUr1+fnJwcwFUX9NChQ8XOo3v37kRFRVXbPLh79+7k5eXx17/+lfnz5/Ptt9/Su3dv7r777hLbn6o88+B+/fp5Ap3gPcfxlc2bN2MymYoFkN01fE/9narsHLCs8xg5ciRWq9VTqqCkjNLSvPTSSyXOg91fMLjPxWq1ekokbN26lT///NMzD/76668xGAz069ev2PsgLS3Nq/RIhw4dvN575f0sUFEXXnghjRs39syDDx06xNdff13ss8HQoUM9AWXAk0Tyv//9r1rfFyLVTZm2IkHs1ElDeWVmZrJu3bpitY2gehYRKy3gWVrfs7OzcTgcLFmyhCVLlhR73mw2V7ov7rpc7onZqZo0acKbb77J4sWL+fvf/87y5cuJiYnhuuuuY9KkSWecsJZnHE7PaACIj48nOzu7AmdwZu7SBqev2GoymYiNjfV8IAAIDw/3auM+v1NrfpWkrPOIiopi8ODB/POf/+Tuu+9m7dq1tGjRotTL5U7VokULOnTocMY2UVFRXHLJJXzwwQfcdtttrFu3jvDwcC655BIATw3Y0wPXbu7fASj+GrhXUy7rNaiMq666iqlTp3qCzLm5ucUm8Kf/XoaEhBAbG0tWVla1vi9EREQiIyO9/gYnJyczbNgwbrnlFlavXu2ZI1bk72xJ8634+HiysrLIycnB6XSWOK9o0KCB15wFyp5rladf7nNwZwK7VedK9yXNg890Lu7zmDVrFrNmzSr2/JEjRyrdl8OHD2OxWDzJEqfq3Lkzixcv5rXXXmPZsmUsXryYBg0acMcddxSrNXu68syDT3+N3XMcX8+DY2NjvQKRpx77TPPg8s4ByzqPZs2acf7557N27VrPlWgXXnhhie+F07Vp06bMK7uaNWtG586d+eCDD7jsssv44IMPOPfccz1XbmVmZuJ0Or2u5DrVkSNHPEH2mpoHh4SEMGLECJYtW8aMGTP4xz/+QVRUVLHM4tNfo/j4eMA1rtX5vhCpbgraioiX02sxnV6cPTo6mgsvvJCbb7652LanfrvpL5GRkRgMBsaMGVPixPv0CUZFfPXVVzRr1qzUiVPHjh1ZuHAhhYWFbNmyhZUrV/Lyyy/zl7/8pcpZGCXVik1LS/MEMw0GQ5ljVxZ3JkdaWppX+YeioiIyMjKKfUipjLLOA1xZBmvWrOH777/no48+4tZbb63ycU81bNgwxo4dy6+//soHH3zApZde6vm9iImJAeD1118nMjKy2Lbukgo1bfDgwcyePZv169fz7bff0qtXr2K/hxkZGV737XY7GRkZxMXFVev7QkRE5HQNGjRg+vTp3HPPPaSkpDB//nygYn9nT/+7Bq4SVeeeey7R0dEYDAbS09OLtUlLSysxsHgm5emXO7B2+hoOpy/66U/u85g8eTLnn39+sedPzdqtCJvNxqZNm+jSpUuxoKZbnz59PJfSf/PNNyxfvpzZs2eTnJxMx44dK3Vct9NfY/ccxx2Ycz92qsrMgzMyMrDb7V7n6A7o+WIeXJ7zGDlyJFOnTmXfvn18/fXXXpfz+8KwYcOYM2cOOTk5rF+/3lMXGlyf8yIiIli+fHmJ2zZr1synfSmvESNG8MILL/DZZ5/x4YcfMmTIkGIJB6f/f+H+vyEuLq7a3hciNUHlEUTEIyoqikOHDnk9dvpKpeeffz579+6lbdu2dOjQgQ4dOtC+fXtee+01z6U8/hQVFUW7du34+eefPf3r0KED5513Hs8//7zXJf4V8d///pft27d7TWxO9dprr9G/f38KCwsJCwujZ8+ePPbYYwCeVYXd30BXxpYtW7y+4U9NTeXAgQOe2k6RkZFkZGR4rZJ6+tiVNsl2c09iTl+g4IMPPsBut5e5AEJ5lHUe4LrErnnz5jz55JPk5OR4LV7iC71796ZBgwYsX76cH374wWv/3bp1A1wTv1N/f44dO8Zzzz1XoQ9mVRnv00VERDBkyBDef/99vvzyy2KlEcBVi62wsNBz/+OPP8Zms9GzZ89qe1+IiIiUZvDgwfTp04f333/fc2l5Rf7ObtmyxSsQs2PHDv744w969uxJREQE7du358MPP/QK1uXk5PDf//63zDnL6X+jy9Ov5s2bc/bZZ7N+/Xqvbd2XmgeCli1bEh8fzx9//OF1HgkJCcyfP58ff/yxUvtduXIlaWlppc6D586dy8iRI3E6nYSHh9O/f3/POhe+mAd/+eWXXgugffTRR9hsNnr06AGU7zNMeebBNput2Pj+85//BPDJPLis8wA8yQQzZ84kMjLSczWYrwwZMgSn0+lZuMtd/gFcr4HVasXpdHr9/uzevZsXXnihxEXoSuPLefA555xDz549Wb58OT/99FOJ8+BPPvnE6/5HH32EwWDgggsuqLb3hUhN8H9anIgEjP79+7No0SIWLVpEcnIyn3zyCd98841Xm/Hjx3PNNdcwbtw4rr32WsxmMytXrmTjxo0sWLDATz335l5E4r777mPYsGHY7XaWLl1Kamoq48ePP+O2hYWFbNu2DXDV7srOzubbb79l+fLl9OjRo9RFvy644AKeeuop7rrrLm644QaMRiMrVqwgLCzMU/ssJiaG9PR0Pv300wrXE3Y4HIwdO5Y77riDjIwM5s+fT5s2bTwTrf79+/PGG28wbdo0rrrqKnbv3s2yZcu8Jqjueqdff/01rVq18qoLDK76XFdeeSULFiwgLy+P7t2789NPP7Fw4UJ69OhBnz59KtTnypyH28iRI5k/fz59+/Yt1yVh4FpIrbTL/Bs2bOjJHjYajVx++eW8+eabJCQkeE2UExMTGTZsGI888ggHDhygffv2/PLLLzzzzDM0adKE5s2bl/tc3d/q//vf/6Zv375etZkr46qrruL//u//qFevXokT+IMHD3LnnXdy4403cvDgQZ5++mn69OnjOb+qvC9EREQqY+rUqQwbNozZs2ezZs2aCv2dzcvL47bbbuPOO+8kNzeXZ555hjZt2vDXv/4VgPvuu49bb72VsWPHct1111FUVMTixYspLCzkrrvuOmO/3H+j33//fZKTk8vVL4PBwP333899993Hww8/zODBg9m2bRvvvPNOtb1+FWU0Gvnb3/7G9OnTMRqN9O/fn+zsbF588UUOHz5cbLG40x0/ftwzD3Y4HGRkZPDFF1+wcuVKhg0bxqBBg0rc7oILLmDZsmU89NBDDBs2jKKiIl555RXq16/v+WI+JiaG7777jq+//rrEBXHPJC0tjQkTJjB69Gj279/P008/Ta9evTyLEvfv359PPvmEOXPmMGDAAL799lvWrl3rtQ/3PPi///0v9erV4y9/+YvX83379qVHjx48/PDDHD58mL/85S9s3ryZJUuWcOWVV5a4eFlFlXUe4Lr66fLLL2flypVce+21noXdyvLTTz+VmHkOrqCnuzRD/fr16devH2+//TadO3f2yp7t168f3bt3Z/z48YwfP55WrVrx/fffs2DBAvr06VOhUninv8dOrcNcGVdddRX33ntviZ9hwLUg3/33388VV1zBzp07ef7557n66qs9x63K+0LEnxS0FRGPcePGcezYMV599VWKioq46KKLSElJ4c477/S0+ctf/sJbb73FM888w+TJk3E6nbRp04YXXniBiy++2I+9P6l37968+uqrLFy4kIkTJxIaGkpSUhLLli0rcwXTtLQ0/u///s9zPyIighYtWjBx4kRGjx5NaGhoidv95S9/4eWXX+aFF17g3nvvxW630759e5YuXUrLli0B16U9n376KXfddRcTJ070rMpaHpdccgmNGzfmgQcewGaz0b9/f6ZNm+YJUvbq1YsHH3yQN954g48++oikpCQWLlzINddc49lHVFQUN998MytXruTTTz8tseh+SkoKzZo147333mPJkiU0atSIG2+8kfHjx/vkG/OyzsOtX79+zJ8/v8Rv0kvz6KOPlvrcjTfeyLRp0zz3r7jiCl5//XX++te/FjuvOXPmsGjRIlasWMGhQ4eIj49nyJAhTJo0qcwsjVP16NGDCy+8kPnz5/P111+zePHicm9bkk6dOlG/fn2GDBlS4gT+8ssvJyYmhkmTJhEREcGVV17J3/72N8/zVXlfiIiIVEbLli0ZPXo0S5cu5Z133uGGG24o99/Zbt26ccEFF3j+fg8YMIDJkyd7/gb27NmTZcuWsWDBAu69917CwsLo1q0bc+fO5bzzzjtjvwYNGsQ//vEPHnroIa666ipmzpxZrn655w0vvvgi//jHP2jTpg2PPvoo9957bzW9ghU3atQoIiMjeeWVV1i5ciURERF06dKFp556qszA2Y8//uiZBxsMBiIjI2nTpg0zZ85k1KhRpW7Xr18/nnrqKZYuXepZfKxr164sX77cU6ri+uuvZ8eOHdx+++3MmTOHRo0alfucrrvuOnJycrjrrrsICwtj6NChPPDAA541FUaOHMlvv/3GmjVrWLFiBd27d2fBggVemcHnnXcef/3rX3nrrbf4/PPPef/9972OYTAYWLRoEQsWLOC1117j2LFjNGnShHvvvbfEsnCVUdZ5uF100UWsXLmyQvPgu+++u9TnpkyZwpgxYzz3r7jiCjZu3MjQoUO92oWEhLB48WKee+45Fi1axNGjR0lISODmm28u84uQ05X0HquKfv36YTAYSn1NbrrpJg4fPszdd99NbGwsd9xxB+PGjfM8X5X3hYg/GZzuZSBFREQChHsxi//+97/lzjCo61JTU7n66qv5xz/+USw7ZMCAAZx//vk88cQTfuqdiIiI77gXr3rjjTf83BORmjdjxgxSU1OLZQsHs3Xr1jF58mQ+/fRTrxrA4LpS7u6772bChAl+6p1I9VGmrYiIBIw1a9awe/du3n77bcaPH6+ALbBp0yY2bdrE2rVr6d27d7GArYiIiIjUfsuXL+fnn3/m3Xff5cknn/R3dwLCxo0b2b59OytWrGDEiBHFArYidZ0WIhMRkYCxc+dO3n77bQYOHMgtt9zi7+4EhIyMDJYtW0aDBg2YPXu2v7sjIiIiItXg22+/5R//+Ac33XSTp3ZzsPvjjz94/fXXad++PQ888IC/uyNS41QeQURERERERERERCSAKNNWREREREREREREJIAoaCsiIiIiIiIiIiISQBS0FREREREREREREQkgJn93INDYbDaysrIwm82EhCimLSIiIhKoHA4HBQUF1KtXD5MpuKe1msOKiIiI1A7lncP6dXZbUFDArFmz2LBhAxaLhVtuuaXU1cJ//PFHZsyYwe7du2ndujWzZs2iffv2xdp9+OGHTJo0iV27dlXqOFlZWezfv98n5yciIiIi1a958+bEx8f7uxt+pTmsiIiISO1S1hzWr0HbefPmsWPHDl5//XX+/PNPHnzwQRo3bszgwYO92lmtVsaOHcvQoUN54okneOeddxg3bhz//ve/iYiI8LTLzs4mJSWl0scBMJvNgOuFCw8P9/EZBya73c7u3btp06YNRqPR392RGqSxD14a++ClsQ9edXHs8/Ly2L9/v2f+FsyCcQ5bkrr4ey7lp/EPXhr74KbxD161dezLO4f1W9DWarWyatUqlixZQlJSEklJSezZs4e33nqrWDB13bp1mM1mJk+ejMFgYNq0aXz22WesX7+eESNGeNrNmzePpk2bkpaWVqnjAJ7LycLDw70CwnWZ3W4HICIiolb9kkvVaeyDl8Y+eGnsg1ddHnuVAwjOOWxJ6vLvuZRN4x+8NPbBTeMfvGr72Jc1h/XbDHfnzp3YbDY6d+7seaxr166kpqbicDi82qamptK1a1cMBgMABoOBLl26sG3bNk+bzZs3s3nzZu64445KH0dERERERERERETE3/yWaZuWlkZsbCxhYWGexxo0aEBBQQGZmZnExcV5tW3durXX9vHx8ezZsweAwsJCHnnkEaZPn05oaGilj3Mqu93uidjXde7zDJbzlZM09sFLYx+8NPbBqy6OfV06FxERERGRU/ktaJuXl+cVSAU89wsLC8vV1t3uhRdeICkpid69e7Np06ZKH+dUu3fvrsDZ1A3bt2/3dxfETzT2wUtjH7w09sFLYy8iIiIiEvj8FrQ1m83Fgqbu+xaLpVxtLRYLu3fv5t133+Vf//pXlY9zqjZt2gRNPTC73c727dvp0KFDrawBIpWnsQ9eGvvgpbEPXnVx7K1Wa1B+0S4iIiIidZ/fgrYJCQlkZGRgs9kwmVzdSEtLw2KxEBMTU6xtenq612Pp6ek0atSIDRs2kJWVxcCBA4GTl8l17tyZWbNm0aRJk3If51RGo7HOfKApr2A8Z3HR2AcvjX3w0tgHr7o09nXlPERERERETue3oG3btm0xmUxs27aNbt26AbBlyxY6dOhQbPW05ORklixZgtPpxGAw4HQ62bp1K3fccQcXX3wxQ4cO9bRNTU3lgQceYO3atcTHx2M0Gst9HBERERERERERERF/81vUMjw8nOHDhzNz5ky+//57Nm7cyNKlS7nxxhsBVzZsfn4+AIMHDyY7O5uUlBT27t1LSkoKeXl5XHbZZdSvX59mzZp5fhISEgBo1qwZUVFRZR5HREREREREREREJJD4NdV0ypQpJCUlcdNNNzFr1iwmTJjAoEGDAOjduzfr1q0DICoqikWLFrFlyxZGjBhBamoqixcvLnfN2TMdR0RERERERERERCSQ+K08AriybefOncvcuXOLPbdr1y6v+x07dmTNmjVl7rNHjx7Ftj3TcUREREREREREREQCiYq6ioiIiIiIiIiIiAQQBW1FRERE6qABAwaQmJjo+WnXrh3XXXcd7dq1Y9OmTdV+/A8//JCjR4+W2e6f//wno0ePrvb+iIiIiEjNy8rK4oknnmDAgAEkJydz2WWX8dprr+FwOPzdtSobMGAAq1evrrb9+7U8goiIiIhUn6lTpzJkyBAA7HY7P/zwA0lJScTFxVXrcQ8cOMCkSZP4+OOPz9jum2++Yfr06XTo0KFa+yMiIiIiNS8jI4P/+7//o1GjRqSkpNCkSRO2b9/OY489xu+//84jjzzi7y4GNAVtRUREROqo6OhoGjZsCLiCtvXr16dhw4YYjcZqPa7T6SyzzcKFC1m0aBHNmzev1r6IiIiIiH/Mnz+fsLAwXn31VcxmMwBNmzbFYrEwfvx4brjhBlq0aOHnXgYulUcQERERCULvvPMOAwYM8Hps5cqVDBo0CIDCwkJmz55Njx496NGjB/fffz+ZmZkA/PHHHyQmJrJhwwYuueQSOnTowLhx4zzPX3zxxZ7b0i4Z+/LLL3n11Vc9xxMRERGRuqOwsJAPPviA66+/3hOwdevfvz+vvfYa55xzDtnZ2TzwwAN06dKF3r1789hjj5Gfnw/Apk2bGDBgAG+//TZ9+vShU6dOPPDAAxQWFgKQnZ3NM888Q48ePejevTv3338/x48f9xxn9erVXHbZZXTs2JERI0bwv//9z/PcgAEDePLJJ+nduzfDhw/H6XSye/duRo8eTceOHbn00kt56623vPq9YsUKLrroIrp06cKLL75YXS+dh4K2IiIiIhXkdDrJLbDV6E95slcr4tJLL+Xw4cPs2LHD89iGDRu47LLLAHj66afZsWMHS5YsYfny5Rw/fpx77rnHax8vv/wyTz/9NG+++Sbbt29n2bJlAKxatcpz6y7PcLp33nmH888/36fnJCIiIhIMasNc9LfffsNqtZZYBstgMHDBBRcQFhbGtGnTyMnJ4Z133uHFF19k+/btPProo562R44c4aOPPuKVV17h+eefZ8OGDaxduxZwXbmVlZXFm2++yfLly9m5c6cnmLp69Woee+wxxo0bx9q1a7nwwgsZO3Yshw8f9uz7X//6F6+++ipPPPEEBQUF3H777XTt2pV//vOfPPjgg7z44oueY33++eekpKQwadIkVq5cyfbt2zlw4EAFR65iVB5BREREpAKcTid9XviSr/Zn1OhxezWP5bO7emEwGMq9zYwZM3jssccAV78dDgdNmjRh3bp1xMXFccEFF7Bhwwbat29PVlYWmzZtYvLkyeTl5fHmm2/y3nvvkZiYCMC8efPo0aMHu3btIjIyEoCJEyfSsWNHAIYOHcr27dsBPDVz4+LisFgsPnsNRERERIJdbZmLZmdnA65yXaX57bff2LhxI5s3b/a0e+yxxxg+fDhTpkwBoKioiIcffpjzzjuPxMRE+vTpw/bt27n66qs5cOAAZrOZJk2aEBUVxXPPPefZ9xtvvMHo0aMZPnw4APfffz//+9//ePPNN7nvvvsAGDZsmGeuu2rVKuLj45k0aRIAzZs358CBAyxfvpzhw4ezatUqhg4d6tnf448/Tr9+/cr34lWSgrYiIiIiFVT+sKl/TZw40VN+wG6389NPP3llO1x++eUsXryYe++9l48//phmzZqRmJjI7t27KSoq4pprrvHan8PhYP/+/SQlJQHQrFkzz3NRUVEUFRXVwFmJiIiIBLfaMBetX78+AFlZWaW22bdvHw6Hg759+3o97nA4+PXXXz33T59z2mw2AEaPHs348ePp3bs3PXv25NJLL2Xo0KGefd91111e++3UqRP79u3z3D/nnHM8//7555/ZuXMnnTt39jxmt9s9a0Hs27fPa24cGxtL06ZNz/wiVJGCtiIiIiIVYDAY+OyuXlgL7TV63IgwY4WybAHi4+M9k1y73U5GRobX5HTgwIHMmDGDPXv2eJVGsNtd5/b2228TERFRbJ/u2rWhoaGVPR0RERERqYTaMhc999xziY6O5ocffvBcmXWqO++8kyuuuILo6Gjee++9Ys8nJCSQmpoKQFhYmNdz7lINF1xwAc8//zxpaWl89tlnTJ8+nS+++IKnnnqqWB1dcM1xHQ6H5/6pbWw2Gz179mT69OmlntPpJSKqey6smrYiIiIiFWQwGIg0m2r0p6IB2/KIjo6mT58+fPjhh3z11VdcfvnlgGtVX6PRSGZmJs2aNaNZs2ZERUUxZ84cjh49Wq7XR0RERESqR22Yi5pMJoYMGcJbb73lWTjM7ZNPPuGTTz6hVatW5OTkYDAYPHPO/Px85s2bV2ybkrz++uv88ssvDB8+nOeee445c+awYcMGAFq0aOEJ+rqlpqbSokWLEvfVokULfvnlF5o0aeLpy7Zt23jjjTcAOO+88zylwACOHz/ulQ1cHRS0FREREamjcnJySEtL8/xkZmaSlpaG1Wr1tLn88stZtmwZLVu29Exio6KiGDVqFDNnzmTTpk3s3buXyZMn8+uvv9KkSZMyjxseHg7Azp07yc3NrZ6TExEREZGANmHCBI4fP86tt97K5s2b+e2331i1ahUPPfQQN954I+eddx59+vTh/vvv5/vvv+eHH35gypQpWK1WYmJiytz/oUOHeO2110hNTWX//v189NFHtGvXDoAxY8bw5ptvsnbtWn755Reeeuopdu7cyVVXXVXivoYNG0Z+fj7Tp09n3759fPrpp6SkpBAfHw/ADTfcwIcffsi7777Lvn37mD59Ovn5+b57sUqg8ghSbja7g9SD2XRqXA9jiDJoREREAt3jjz/O448/Xuzxe+65h/HjxwPQv39/nE4nQ4YM8Wrz0EMPMXfuXCZOnEhRURHdu3dn8eLFnrpeZxIXF8ewYcOYNGkS999/P2PGjPHJ+YhUhN3h5IdDObQ/K5oQzV1FRERqXMOGDXnnnXd4/vnnuf/++8nMzOTcc89l4sSJXHvttYBrsdvZs2czZswYTCYTffr04eGHHy7X/idOnMivv/7KXXfdhdVqpXv37jz55JMADBkyhPT0dBYsWEBaWhpt27Zl6dKltGrVqsR9RUVFsWTJEh5//HGGDx9O/fr1uf766xk3bhwA3bp1Y86cOTz77LMcO3aMkSNH0rZtWx+8SqUzOE8vyBDkrFYrP/30E23bti1Ww62ustvtbNu2jU6dOpX6QSy/yM6KRdfSJG8zv/VYzS19u9RwL6U6lGfspW7S2AcvjX3wqotjH4zzttLotXA59ff8tW8PcPuqVB4c0Jo5Q6r3Q5UEhrr4/5yUj8Y+uGn8g1dtHfvyzttUHkHKVGR3cO9rK+hnW0ur0D859tPf/d0lEREREZEzSj2YDcDzn/9Cem6Bn3sjIiIiUjEK2soZ2ewObnhrK23TXvE81iD7i2Ir5omIiIiIBJJjua4FTKxFdhZ8/oufeyMiIiJSMQrayhmtTP2T//24hSHhX3ke62JM5bdj2X7slYiIiIjImR2znlx1euGX+8nOL/Jjb0REREQqRkFbOaNtB7IZG72WEIOT8OaDySaG6JA8ftj+H393TURERESkVEetriBtiAEy84pY9PWvfu6RiIiISPkpaCtndCz9F66M+BSA+udP5UBETwCO79/gz26JiIiIiJzR0ROZtmO6nwvA0s2/+bM7IiIiIhWioK2cUfvMdwgz2MiN7Yml8QUYm1wCQHzm537umYiIiIhI6Y6dyLS9IikBgD+ztRiZiIiI1B4K2kqpnE4nTW0/ABCaeCMArdr/FYDmzt1Ycw77rW8iIiIiIqWx2R1k5rmCtq0bRAKQU2DDZnf4s1siIiIi5aagrZTqmLWIRoY0AM465y8AtGrakj225oQYnOz5/n1/dk9EREREpEQZeScXHWsRF+H5d6YWIxMREZFaQkFbKdXP6TmcZTwKQGRscwAMBgO/hrvq2mbtW++vromIiIiIlOrYiaBtjMWEJdRItNkEQIZVQVsRERGpHRS0lVL9fmg/oQY7NowYI846+cQ5FwNQP/MLnE6nn3onIiIiZzJgwAASExM9P+3ateO6666jXbt2bNq0qdqP/+GHH3L06NFSn3/vvfcYPHgwnTt3ZtSoUWzZsqXa+yTB42iuKzgbHxEGQFxEKOCdgSsiIiLV5/S56Kk/gTAXdfvnP//J6NGjq70/lWHydwckcKUf/hmAnJBGGEKMnsdbJA6g8BcT0Y6j2HN+xxRzrr+6KCIiImcwdepUhgwZAoDdbueHH34gKSmJuLi4aj3ugQMHmDRpEh9//HGJz3/22Wc8+uijPPbYYyQnJ7NmzRrGjh3LunXrSEhIqNa+SXA4Zi0EIP5EsDY2PJRfM/I8i5OJiIhI9Tt1LnqqevXqVetxy5qLun3zzTdMnz6dDh06VGt/KkuZtlKq3Iz9ABRYGns93r15AgftDQA4cnhvTXdLREREyik6OpqGDRt6furXr0/Dhg0JCwur1uOWdSXOmjVrGD58OMOGDaNZs2ZMmjSJBg0a8Omnn1ZrvyR4uMsjxEe6ftdjw5VpKyIiUtNOn4u6f/w9FwVYuHAht99+O02bNq3WvlSFgrZSKlvObwCERHn/AtcLDyUjxFUuYd+vO2u8XyIiIlJ177zzDgMGDPB6bOXKlQwaNAiAwsJCZs+eTY8ePejRowf3338/mZmZAPzxxx8kJiayYcMGLrnkEjp06MC4ceM8z1988cWe29WrVxc79m233cbNN99c7PGcnBwfnqEEs6O5rkzbuBPlEWLd5RGUaSsiIhIQfDEX/fe//82kSZPo1KlTheaiAF9++SWvvvqq53iBSEFbKZUp7wAA4fWaFXuuwOIK5OYe21ejfRIREQkETqcTR1Fujf74uo78pZdeyuHDh9mxY4fnsQ0bNnDZZZcB8PTTT7Njxw6WLFnC8uXLOX78OPfcc4/XPl5++WWefvpp3nzzTbZv386yZcsAWLVqlee2pEvikpKSaN68uef+Z599xv79+7ngggt8eo4SvNxlENy1bOuHu4K3GXmFfuuTiIiIr2gu6rJ48WLuvvtuXn/99QrNRcEVND7//PN9ek6+ppq2UqIiu4No2yEIhdiGLYo9b49sCoXgOJGNKyIiEiycTicH372IgoNf1+hxzY0v5OxR/8FgMJR7mxkzZvDYY48BJyb3DgdNmjRh3bp1xMXFccEFF7Bhwwbat29PVlYWmzZtYvLkyeTl5fHmm2/y3nvvkZiYCMC8efPo0aMHu3btIjIyEoCJEyfSsWNHAIYOHcr27dsBPDVz4+LisFgsZ+zjb7/9xpQpUxg6dChJSUkVe1FESuEpjxCh8ggiIlK31Na5qFvjxo354IMPfDIXvfvuu6lXrx7JycmVnosGMgVtpUS/ZeRxtjEdgLgSgrahMc0hA8Ly/6jhnomIiASACkxW/WnixImeS77sdjs//fST10ILl19+OYsXL+bee+/l448/plmzZiQmJrJ7926Kioq45pprvPbncDjYv3+/J7jarNnJq3GioqIoKqpYQOyXX37h5ptvpmnTpsyePbuypylSzDFPeYQTC5FFKGgrIiJ1SC2ci7qZTCdDkb6Yi7pLIlRmLhroFLSVEv18zEpjkytoGxpzbrHno+Nawq8QXfRnTXdNRETErwwGA2eP+g9Om7Vmj2uKqFBmA0B8fLwnsGq328nIyOCcc87xPD9w4EBmzJjBnj17vC5Hs9vtALz99ttEREQU26d7chwaGlrZ02HPnj2MGTOGpk2b8sorr9TqLAgJPKUuRKaatiIiUsvV1rloSfw5F60NFLSVEv165DCtQ44DYIouHrRtkNAagDjnEZwOG4YQ/SqJiEjwMBgMGEIj/d2NKouOjqZPnz58+OGHfPXVVzz44IMANG3aFKPRSGZmJm3btgXg6NGjTJs2jSlTpmA0Gs+437Im9EeOHOGWW26hWbNmLFmyxHOJm4ivHLV6l0eI00JkIiJSh2guWrW5aG2hhcikROlHfgEgPySGkLDoYs+fc3ZzCp0mTAY7BdkqkSAiIhKIcnJySEtL8/xkZmaSlpaG1XoyM+Pyyy9n2bJltGzZkhYtXCWRoqKiGDVqFDNnzmTTpk3s3buXyZMn8+uvv9KkSZMyjxseHg7Azp07yc3NLfb83LlzcTgcpKSkYLVaPf0rqa1IZRQrj6CatiIiIjXu9Lmo+8ffc9HaQkFbKdHxY78CUGBuXOLzZ0WH86e9IQCHD+6usX6JiIhI+T3++OP07t2b3r17069fP8aPH0+/fv147bXXPG369++P0+kstrLuQw89RM+ePZk4cSJXX301JpOJxYsXl5nZAK5FH4YNG8akSZM8q/e6OZ1ONm7cSHp6OoMHD/b0r3fv3ixdutQn5y1SfCEy121GXqHf+iQiIhJsTp2Lnvrjz7lobaJr2qVEtpzfwACGyJK/wQgJMZBuOIvmHOTokX00a1vDHRQREZEz+uSTT7zu2+12tm3bRqdOnbwmuxEREWzbtq3Y9uHh4cycOZOZM2cWe65Jkybs2rXL67EJEyZ43X/yySd58skni21rMBhITU2twJmIVEyh3UluoasWnqemrRYiExERqVGnz0VLU5W5qN1uJy0tDSj/XPR0p28XSJRpKyUy5R0AIDy29ILRx0NdWbjHj/1SI30SERERESlLVoEDgBADxJhdOSru8gjHC+wU2R1+65uIiIhIeSloK8VkWAuJcx4GILZBi1Lb2cKbum6z99dEt0REREREypRV6ArKxkWEERLiWoikfvjJ1aUzlW0rIiIitYCCtlLMz8esNDalAxBev/RM25Bo13NG6+810i8RERERkbK4g7bxEScDtcYQAzEWV9btMauCtiIiIhL4FLSVYv7Myqex0RW0NUWfW2q7yFhXFm5k4Z810i8RERERkbK4yyO469m6uUskqK6tiIiI1AYK2koxx3LzOct4FABTdNNS28U2bAVAfcdhnA5bjfRNRERERORMst3lEcJLCdpaC2u8TyIiIiIVpaCtFJOb9SehBjt2jBgjzy613dkJzShwhmI0OLDl/FGDPRQRERERKdnJTNtQr8fjIlxBXGXaioiISG2goK0UY8tx1ag9bmyEIcRYartz4yI5YGsIQO6xn2ukbyIiIiKBrqCggKlTp9KtWzd69+7N0qVLS237448/MmrUKJKTkxk5ciQ7duzwPJeYmFjiz9q1a2vgLGovd9DWHaR1U3kEERERqU0UtJVinLmuoG2eufEZ29WzmDjkbARA2uG91d4vERERkdpg3rx57Nixg9dff50ZM2awcOFC1q9fX6yd1Wpl7NixdOvWjdWrV9O5c2fGjRuH1WoF4IsvvvD6ue222zjnnHO4+OKLa/qUapXsQicAcRHembb1IxS0FRERkdpDQVspJjTvAABFlnPO2M5gMJBtdAV2s9OVaSsiIiJitVpZtWoV06ZNIykpiYEDB3Lbbbfx1ltvFWu7bt06zGYzkydPplWrVkybNo3IyEhPgLdhw4aen/z8fN544w1mz55NdHR0TZ9WrZJ1oqZtfGmZtlYFbUVERCTwKWgrxYQWHAHAEHFWmW0LLE1ct1n7q7NLIiIiIrXCzp07sdlsdO7c2fNY165dSU1NxeFweLVNTU2la9euGAwGwPWFeJcuXdi2bVux/S5YsICePXty4YUXVmv/64KTNW0VtBUREfGXAQMGlFrqadOmTdV+/A8//JCjR4+W+vx7773H4MGD6dy5M6NGjWLLli3V3qeKMvm7AxJ4TLYsMEBYeHzZjaPOhQww5P5a/R0TERERCXBpaWnExsYSFnYyYNigQQMKCgrIzMwkLi7Oq23r1q29to+Pj2fPnj1ej/3555+8//77rFixono7X0fknMi0dQdp3U7WtC2s8T6JiIgEo6lTpzJkyJBij9erV69aj3vgwAEmTZrExx9/XOLzn332GY8++iiPPfYYycnJrFmzhrFjx7Ju3ToSEhKqtW8VoaCtFBNqzwYTWCLjymxrrt8cMiC84ED1d0xEREQkwOXl5XkFbAHP/cLCwnK1Pb3d3//+d9q3b09ycnKZx7fb7djt9sp0vU6w2+3k2V01bS0mg9drUc/iWmD3mLUoqF+jusw9rhrf4KOxD24a/8DkdDqJjIz0+sL6VL4Yr9LG3n3f4XCUeJzVq1dzxRVXcPnllwMwYcIEPvzwQ/7zn/8watSoKverLOU9dwVtpZhwZzYAkdENymwbG98MfoFIezpOpwODQRU3REREJHiZzeZiQVf3fYvFUq62p7f76KOPuOaaa8p1/N27d1e0y3VOwYmg7W8/7yU842S27bGD+QAcPJZdYgkKqTu2b9/u7y6In2jsg5vGP7AUFhby22+/lfo3d+PGjfzzn/9kwYIFnsc+/vhj3n//fZ555hmKiop4++23+fLLLwFITk7mpptuIioqirS0NO655x4mTZrE22+/TUZGBu3bt+fOO+8kKiqK6667DoCBAwcybtw4+vXr53Xs3r17Y7FYvPpWUFDArl27AmqOoKCteCm0OYgiB4DocgRtGzVw1bQ1YcORn4GxPCUVREREROqohIQEMjIysNlsmEyuqXZaWhoWi4WYmJhibdPT070eS09Pp1GjRp77Bw8eZO/evVx88cXlOn6bNm2IiIio4lnUXna7nYK/HwSgU/u2JDaM8jxXFJ8J//2KfEx06tTJPx2UamW329m+fTsdOnTAaDT6uztSgzT2wS0Yx9/pdGK11WyN9ghTqKcOf3mEhYVx7rnnlvo3t1mzZixfvpzQ0FCSkpIAeOGFFxg+fDidOnVi7ty5HD58mFdeeQWLxcKzzz7Lq6++yrJlyzhwwHW194YNG7j77rtp1aoVEydO5Ntvv2XSpEmsXLmS//u//2PlypWcd955xb4QP71Pn3/+OQcPHmTEiBG0a9eu/C9KJVmt1nJ90a6grXjJyCuiXshxAGJiGpXRGs5tUJ8MexSxxuPYcg8paCsiIiJBrW3btphMJrZt20a3bt0A2LJlCx06dCAkxPuKpOTkZJYsWYLT6cRgMOB0Otm6dSt33HGHp01qaipnn302jRs3LtfxjUZj0HxgLY070zbKHOr1WjSMcn1gy8grCvrXqK7T+yB4aeyDW7CMv9PppO+6F/jqyP4aPW6vRs35dMhd5Q7cGgwGZs2aRUpKitfjjRs35oMPPqBBgwZccMEFbNy4kY4dO5KVlcXmzZt58MEHKSws5O233+a9994jMTERgCeffJIePXqwd+9eIiMjAVdZg3r16tGpUyeGDh3KDz/8gNFopEEDVxJigwYNPG1L89tvvzFt2jSGDh1Khw4dKvqyVEp5f08VtBUvx6yF1AvJBcAUHltm+yb1LHzqqE+s8TiZx/4goUFSdXdRREREJGCFh4czfPhwZs6cyeOPP86RI0dYunQpc+bMAVxZt9HR0VgsFgYPHsz8+fNJSUnhmmuuYcWKFeTl5XHZZZd59rdnzx5atWrlr9OpdRwOJyfWISM81PsDUWyEq1RCbqGdQpuDMJPKeomISO1U/nxX/5o4cSKDBg3yesx9JRLA5ZdfzuLFi7n33nv5+OOPadasGYmJiezevZuioqJi5aEcDgf79+/3ZOY2a9aMzMxMAKKioigqqlj28S+//MLNN99M06ZNmT17diXOsHopaCtejuZkcY7BVVvNaCl7ITJLqJEs4oA/SD/6B4Gzxp6IiIiIf0yZMoWZM2d66q5NmDDB84Gld+/ezJkzhxEjRhAVFcWiRYuYMWMG7777LomJiSxevNirvEF6enq1r7Bcl+TbHJ5/nx60rWc5Wd82I6+IhGhzjfVLRETEVwwGA58OuQurrbDsxj4UYQqrUHkEgPj4eJo1a1bq8wMHDmTGjBns2bOHDRs2eL64di/U9fbbbxcr+xQfH+8J1IaGhlJZe/bsYcyYMTRt2tRTgiHQ+DVoW1BQwKxZs9iwYQMWi4VbbrmFW265pcS2P/74IzNmzGD37t20bt2aWbNm0b59e8A1mM888wxr1qzBarXSt29fHnnkEU869I8//siVV17ptb+kpCRWr15dvSdYC2VnpXMOYCcEQ1h0ubaxGl0lEXKz/qzGnomIiIjUDuHh4cydO5e5c+cWe27Xrl1e9zt27MiaNWtK3desWbN83r+6LK/o5GrMpwdtjSEG6llMZOXbyMgrVNBWRERqLYPBQGRo7f87Fh0dTZ8+ffjwww/56quvePDBBwFo2rQpRqORzMxM2rZtC8DRo0eZNm0aU6ZMKbO8QFnB5SNHjnDLLbfQrFkzlixZUmYJBX/x6zVB8+bNY8eOHbz++uvMmDGDhQsXsn79+mLtrFYrY8eOpVu3bqxevZrOnTszbtw4rFYrAIsXL2bdunU8++yzrFq1iqysLCZPnuzZfu/evbRt25YvvvjC8/Pqq6/W2HnWJsdzXIthWIku9zcoBWENXbfHD1Vbv0REREREyuIO2oYaDRhDis9l64e7MnKy8mw12i8REZFglJOTQ1paWrEfdzwPXCUSli1bRsuWLWnRogXgKnUwatQoZs6cyaZNm9i7dy+TJ0/m119/pUmTJmUeNzw8HICdO3eSm5tb7Pm5c+ficDhISUnBarV6+lVSW3/yW9DWarWyatUqpk2bRlJSEgMHDuS2227jrbfeKtZ23bp1mM1mJk+eTKtWrZg2bRqRkZGeAK/dbmfKlCl0796d1q1bM3r0aLZs2eLZft++fbRq1YqGDRt6fmJjy67XGoysx48CUGCMKaPlSQ6za8Eye+7haumTiIiIiEh55J0ojxBuKjkDJzLM9Xhuob3E50VERMR3Hn/8cXr37l3s57XXXvO06d+/P06nkyFDhnht+9BDD9GzZ08mTpzI1VdfjclkYvHixeVaxCsuLo5hw4YxadIkVq1a5fWc0+lk48aNpKenM3jwYK9+LV261Cfn7St+K4+wc+dObDYbnTt39jzWtWtXXn75ZRwOh9fquqmpqXTt2tWT+WkwGOjSpQvbtm1jxIgR3H333Z62R48eZdWqVZx//vmex/bt2+dZbU7OrMDqCtoWGctfOy0kIgFyIST/SHV1S0RERESkTO5M2/DQknNTosJcH3+OFyrTVkREpDp98skn5WoXERHBtm3bij0eHh7OzJkzmTlzZrHnmjRpwq5du7Db7aSlpQEwYcIErzZPPvkkTz75ZLFtDQYDqamp5eqbv/ktaJuWlkZsbCxhYWGexxo0aEBBQQGZmZnExcV5tW3durXX9vHx8ezZs8frsQULFvDCCy9Qr1493nnnHc/j+/btw+FwMHToUHJycujbty+TJ08mKiqq1P7Z7XZP4eO6zn2edrudorxjrn+H1iv3+YdFJkAahBamBc1rVlecOvYSXDT2wUtjH7zq4tjXpXMR38grOpFpG6pMWxEREand/Ba0zcvL8wrYAp77hYWF5Wp7ersrrriC/v3788orr3DLLbfwwQcfYDab+f3332nSpAmPP/442dnZzJkzhwceeICXXnqp1P7t3r27KqdXK23fvh1rhmsxMavNXOI3HSXJsroyoMNt6eXeRgLL9u3b/d0F8RONffDS2Acvjb3UZfmeTNuSg7ZR5hOZtgXKtBUREZHA5regrdlsLhZ0dd+3WCzlant6u2bNmgGuBc769u3Lhg0bGDFiBN988w1ms5nQUNfCA0888QQjR47k8OHDJCQklNi/Nm3aEBERUfkTrEXsdjvbt2+nQ4cOfPVVAdghKq4xnTp1Ktf2aSFmOALRZNOsQxIGY2j1dlh85tSxL09dGKk7NPbBS2MfvOri2Fut1qD8ol1K5y6PYCmlPIIybUVERKS28FvQNiEhgYyMDGw2GyaTqxtpaWlYLBZiYmKKtU1PT/d6LD09nUaNXAtg/ec//6Fdu3aeAKzZbKZp06ZkZGQAFCuD0KpVK4AzBm2NRmOd+UBTXkajEZMtEwwQFh5f7vNv1KAxNmcIJoMDCo9hjGpcvR0VnwvG33dx0dgHL4198KpLY19XzkN8x1pGpm2kWTVtRUREpHYo+SvoGtC2bVtMJpPX5fRbtmyhQ4cOXouQASQnJ/Pdd9/hdDoB10pvW7duJTk5GYC5c+eydu1aT/vjx4+zf/9+WrVqxd69e+ncuTO///675/mffvoJk8nkycyVk0Jt2QCYI+PKaHlSQkw4Rx2uhcuKjh+qln6JiIiIiJTFXdM2QjVtRUREpJbzW9A2PDyc4cOHM3PmTL7//ns2btzI0qVLufHGGwFX1m1+fj4AgwcPJjs7m5SUFPbu3UtKSgp5eXlcdtllAFx//fW8+uqrfPrpp+zZs4cHHniAc889l759+9KyZUuaNWvGI488wu7du/n222955JFHGDVqFPXq1fPX6Qcsi9MVtI2MaljubRpFmUmz1wcgM+OP6uiWiIiIiEiZ8jyZtiV/zIkKU01bERERqR38FrQFmDJlCklJSdx0003MmjWLCRMmMGjQIAB69+7NunXrAFd5g0WLFrFlyxZGjBhBamoqixcv9tScvf7667ntttuYOXMmV111FQaDgZdeeomQkBBCQkJ46aWXiIqK4vrrr+euu+6iZ8+eTJ061W/nHagKbQ4iOQ5AVHR8ubcLNYaQhSszN+vYgWrpm4iIiIhIWfJsrkzbcJMybUVERKR281tNW3Bl286dO5e5c+cWe27Xrl1e9zt27MiaNWtK3E9ISAhjx45l7NixJT5/9tlns3Dhwqp3uI47lldEfUMOAFEx5c+0BbAaXUHe3Ow/fd4vEREREZHyyC9jIbKoEzVtrQraioiISIDza6atBJZj1kJiQnIBCA2PrdC2hWGuIG9BjmraioiIiIh/5JW1ENmJTFuVRxAREZFAp6CteBzLLaDeiaBtiKX8C5EBOCyNXLfWwz7vl4iIiIhIebgXIistaOuuaavyCCIiIhLoFLQVj8ycDIwG10Q3xFyxTNuQiAQADAVpPu+XiIiIiEh5lLUQmSfTtlCZtiIiIhLYFLQVj+PZroBrIWZCTJYKbWuOPtt1W6igrYiIiIj4R5mZtmYtRCYiIiK1g4K24mE9fgyA/JCYCm8bGdMYgAj7UZ/2SURERESkvPJsJxYiM5WWaesqj6CatiIiIhLoFLQVj4I8V8C10FivwtvWjzsHgHBycRRZfdovEREREZHyyC/nQmTKtBUREZFAp6CteBTmuTJt7aEVz7RtWC+ePEeYa3stRiYiIiIiflB2eYQTmbaqaSsiIiIBTkFb8XDkZwDgDKtf4W0TYsykOVzb2XIP+bBXIiIiIiLlU96FyIrsTgptjhrrl4iIiEhFKWgrJxVkAhBijq3wpo2izKTbXdtlZxzwZa9ERERERMqlzEzbEzVtAXKVbSsiIiIBTEFb8QixZQFgssRVeFtLqJFM6gOQpaCtiIiIiPiB1Z1pW8pCZGGmEEwhBkB1bUVERCSwKWgrHqFFrqCtObLiQVsAq7GB6zb7T5/1SURERESkvNwLkVlKybQF1bUVERGR2kFBW/GwOFxB2/DI+EptXxTWEICCHNW0FREREZGaV1Z5BDhZ11aZtiIiIhLIFLQVAArtTiI5DkBUdINK7cNhaeS6zTvss36JiIiIiJRXnu3MC5EBRLmDtgUK2oqIiEjgUtBWAMgudFAv5ETQNqpyQduQiATXbf4Rn/VLRERERKS88k6UR4g4Y6atyiOIiIhI4FPQVgA4XuT0BG1NEZUrjxAe5cq0DS065rN+iYiIiIiUh9PpLFd5hCizyiOIiIhI4FPQVgCwFp3MtA0x16/UPqLquTJtw+0ZvuqWiIiIiEi5FNgcnn+fqTyCJ9O2QJm2IiIiErgUtBUArIVFRIXkAxBiiavUPurFng2AhTwctjyf9U1EREREpCzu0ghQRqatFiITERGRWkBBWwGgqDDL8+/KZto2rNeAQqcrc8FhTfNFt0REREREysVdGsFogFBjOTJtVdNWREREApiCtgKAvSAHACtRGEJKz0w4k4QYC0ftMQDYFLQVERERkRrkzrQ1Gw1nbBepmrYiIiJSCyhoKwA4irIByA+JrvQ+EqLMHHPUAyA3+5BP+iUiIiIiUh7lDtqqpq2IiIjUAgraCgBOT9A2ptL7iDSbyHK6ts/KVNBWRERERGqOuzxCWUHbKGXaioiISC2goK0AEGJzBW2LTPWqtJ/cENciZsezD1e5TyIiIiIi5VX+TFsFbUVERCTwKWgrLrZcABymypdHACgMjQUg/7gybUVERESk5uTZ3EHbM7dzl0fI1UJkIiIiEsAUtBUADHar6x+hUVXajz2sAQA2a3pVuyQiIiIiUm6eTFtTGeURTmTaHi9Qpq2IiIgELgVtBQCjwxW0NYRWLdMWsyto68xT0FZEREREao61sGILkSnTVkRERAKZgrYCnAzahoRVLWhrinQFbUMKFbQVERERkZrjXojMUs6FyJRpKyIiIoFMQVsBIPRE0DbUXLWgrTnyLNet7ViV+yQiIiIiUl7lX4hMmbYiIiIS+BS0FQBCnSeCtpaYKu0nKqYRABH2jCr3SURERESkvMobtHXXtM0tVKatiIiIBC4FbQUAM3kAhFUxaBsT29izP4ctr8r9EhEREREpD3d5hPJm2h5Xpq2IiIgEMAVtBQCL0xVgDY+oWtA2PiaOAqdrIuywplW5XyIiIiIi5ZFnc2XOWkzlq2mbV+TA7nBWe79EREREKkNBW8HpdGIxnAjahter0r4aRps5ZncFfm3WI1Xum4iIiIhIeZS/pq3R82+rSiSIiIhIgFLQVsi3OYg8EbSNiKxfpX01ijJz1OEK/OZmH65q10REREREyqW8QdvwUCOGE020GJmIiIgEKgVthex8mydoGxkRW6V9RYYZyXK6grbZmQer3DcRERERkfLIL2dNW4PB4Mm2Pa5MWxEREQlQCtoKOQU2IkPyATBZoqu0L4PBgDWkvmu/yrQVERERkRpS3kxbgKgTi5Ep01ZEREQClYK2Qo41lzCDa8JqCK1a0BagIDTedXtcNW1FREREpGa4g7aWcgRtPZm2Bcq0FRERkcCkoK2Qa83y/DskLKrK+7OfCNoW5SpoKyIiIiI1I89THqHstlFmZdqKiIhIYFPQVrCeCNoWYMYQYqr6DsMbAuDMT6/6vkREREREysFTHsFUgUxb1bQVERGRAKWgrZCfl+26JcIn+zOGN3DdFipoKyIiIiI1QzVtRUREpC5R0FbIt2YCUGjwTdA2PCoBgLCiYz7Zn4iIiIhIWSoStFVNWxEREQl0CtoKtvwc163RN0HbiHquoG2EI9Mn+xMRERERKYu1EkHbXJVHEBERkQCloK1QVOAqj2ALqfoiZAD16p0FgJk8HEVWn+xTRERERORMTi5EVo6g7YmFyI4XqDyCiIiIBCYFbQV7oSvT1mGK9Mn+4uvFU+AMde07L80n+xQRERERORN3eQRLBTJt3dm5IiIiIoFGQVvBUeQK2jpN0T7ZX6NoM8fsMa59WxW0FRERkeBSUFDA1KlT6datG71792bp0qWltv3xxx8ZNWoUycnJjBw5kh07dng9v379ei699FI6derELbfcwoEDB6q7+7WS0+msUE3biFCVRxAREZHApqCtQFGu6zbUN+URGkaaOepwBW1zsw/5ZJ8iIiIitcW8efPYsWMHr7/+OjNmzGDhwoWsX7++WDur1crYsWPp1q0bq1evpnPnzowbNw6r1VVeauvWrdx3333cfPPNrF69mrCwMO69996aPp1aocjuxOF0/dtsKk+mras8Qp6CtiIiIhKgFLQVDLbjAISE+SZoG2U2kuGsD0BWloK2IiIiEjysViurVq1i2rRpJCUlMXDgQG677TbeeuutYm3XrVuH2Wxm8uTJtGrVimnTphEZGekJ8C5dupRhw4ZxzTXX0LJlS6ZNm0ZaWhrHjh2r6dMKeHmnlDmo2EJkqmkrIiIigUlBWyHkRNDWFOab8ggGg4G8kPoAHFfQVkRERILIzp07sdlsdO7c2fNY165dSU1NxeFweLVNTU2la9euGAyuIKPBYKBLly5s27YNgM2bNzNw4EBP+6ZNm/LJJ58QFxdX/SdSy7iDtgYDhJXjE05EmMojiIiISGBT0FYw2l3lEUyWGJ/ts8AUD0D+8SM+26eIiIhIoEtLSyM2NpawsDDPYw0aNKCgoIDMzMxibRs1auT1WHx8PIcOHSI7O5usrCzsdju33norvXr14s477+Tw4cM1cRq1Tl6RKyBuMYV4guBnooXIREREJNCZ/N0B8b8whxVCINTsu6CtPSwOisCmhchEREQkiOTl5XkFbAHP/cLCwnK1LSws9NS1nT17Nn/729+45557eO655xg3bhyrV68mJKTk3Au73Y7dHnyBSGthEeAK2gJlvgaWEyUUjhfYgvL1qqvcY6kxDT4a++Cm8Q9etXXsy9tfBW2FMKcr09YS7rugrcHSAIrAmaegrYiIiAQPs9lcLDjrvm+xWMrV1mKxYDS6MkFHjRrF8OHDAXjqqafo1asX27Zto0uXLiUef/fu3b44jVpnd4YraBvidGXcbt++/YztDx4qAOBYTq6nHIXUHWWNv9RdGvvgpvEPXnV17BW0FSxOVyZHeHg9n+0zJKIR5EBI4VGf7VNEREQk0CUkJJCRkYHNZsNkck2109LSsFgsxMTEFGubnp7u9Vh6ejqNGjUiNjaW0NBQWrZs6XkuNjaW+vXrc+hQ6WsGtGnThoiICB+eUe1Q+HsmkEakxZW53KFDB0/guyT5v2bAf77GERJKp06daqSPUv3sdjvbt28vc/yl7tHYBzeNf/CqrWNvtVrL9UW7grZBrsBmJ8KQB0B4hO+CtuFRjeAwmIu0urGIiIgEj7Zt22Iymdi2bRvdunUDYMuWLXTo0KFYSYPk5GSWLFmC0+nEYDDgdDrZunUrd9xxByaTiaSkJHbu3MmQIUMAOHbsGBkZGZxzzjmlHt9oNNaqDy2+Yjuxxpv5RHmEsl6HmHBXcNdaZA/K16uuC9b3gWjsg53GP3jVtrEvb1/9uhBZQUEBU6dOpVu3bvTu3ZulS5eW2vbHH39k1KhRJCcnM3LkSHbs2OF5zm63ey4X69y5M/fcc49X1oLT6eSpp57iggsu4Pzzz2fevHnFVu8NVjkFNiJDXEHbyEjflUeIiDkLgHBHhs/2KSIiIhLowsPDGT58ODNnzuT7779n48aNLF26lBtvvBFwZd3m5+cDMHjwYLKzs0lJSWHv3r2kpKSQl5fHZZddBsDNN9/MG2+8wYcffsi+ffuYOnUqbdu2pWPHjn47v0BVaHfN7cNM5ft4ExHq+rCUW1i7auCJiIhI8PBr0HbevHns2LGD119/nRkzZrBw4ULWr19frJ3VamXs2LF069aN1atX07lzZ8aNG+dZoGHx4sWsW7eOZ599llWrVpGVlcXkyZM92y9btoz333+fhQsXsmDBAv71r3+xbNmyGjvPQJaTbyfyRKZtqMV3mbb16ruCtmbycRTl+my/IiIiIoFuypQpJCUlcdNNNzFr1iwmTJjAoEGDAOjduzfr1q0DICoqikWLFrFlyxZGjBhBamoqixcv9pQ3GDx4MFOmTOHJJ59kxIgR2O12XnzxRQwGg9/OLVAVnEi1NRvL9/EmMswVtLUW2XE6ndXWLxEREZHK8lt5BKvVyqpVq1iyZAlJSUkkJSWxZ88e3nrrLQYPHuzVdt26dZjNZiZPnozBYGDatGl89tlnrF+/3jOBnTJlCt27dwdg9OjR3HvvvZ7tly9fzsSJEz2XqN1///0899xz3HrrrTV3wgEqJ7+Q6BBXtkdIWLTP9tugXhwFzlDMhiLs1jRC6kX6bN8iIiIigSw8PJy5c+cyd+7cYs/t2rXL637Hjh1Zs2ZNqfu6+uqrufrqq33ex7rGE7Q1le9yw8gw18cgpxPybQ7CQ2vPJZUiIiISHPyWabtz505sNhudO3f2PNa1a1dSU1OLlS5ITU2la9eunqwCg8FAly5dPCu93n333QwcOBCAo0ePsmrVKs4//3wADh8+zMGDBz0BXfdxDhw4wJEjR6rzFGuFnNwsz78Nob4L2jaMMnPU7srcdeSll9FaRERERKTyPOURjOXLQo4IOxmkzS20VUufRERERKrCb0HbtLQ0YmNjCQsL8zzWoEEDCgoKyMzMLNa2UaNGXo/Fx8cXWzl3wYIFXHjhhWzdupWHHnrIsy3gtX2DBg0AzrjybrCw5mYCYHeGYDCF+2y/DaPCOOZw1ci1Zh/02X5FRERERE53MtO2fB9vjCEGT1ur6tqKiIhIAPJbeYS8vDyvgC3guV9YWFiutqe3u+KKK+jfvz+vvPIKt9xyCx988IFnoYdTty/tOKey2+3Y7XV/Apd7ItM2n3AcDofPzjnCZOCYw5Vpm5FxkJggeC1rI/d4B8PvunjT2AcvjX3wqotjX5fORaqmokFbcC1GVmBzaDEyERERCUh+C9qazeZiQVP3fYvFUq62p7dr1qwZ4FrgrG/fvmzYsIHWrVt72pvNZq/jhIeXnlm6e/fuip5SrbR//y6ScQVtt2/f7tN95xpcQdtf9u0gw7TNp/sW3/L12EvtobEPXhr74KWxl7rIHbQNK+dCZOBajCwjrwhrkYK2IiIiEnj8FrRNSEggIyMDm82GyeTqRlpaGhaLhZiYmGJt09O966Kmp6d7Sh785z//oV27diQkJACuIG/Tpk3JyMjwPJaWlkaTJk08/wZo2LBhqf1r06aNZ+XeumzHnzshHQoN4XTr0AGj0XeLMHzxWTwAMeEOOnXq5LP9iu/Y7Xa2b99OBx+PvQQ+jX3w0tgHr7o49larNWi+aJcz89S0rUim7Ym6trkFCtqKiIhI4PFb0LZt27aYTCa2bdtGt27dANiyZQsdOnQgJMR7spWcnMySJUtwOp0YDAacTidbt27ljjvuAGDu3LlceeWVjBs3DoDjx4+zf/9+WrVqRUJCAo0bN2bLli2eoO2WLVto3LhxsTq5pzIajXXmA82Z2AuPA1BkiPD5OdvDGkAR2PLSg+K1rM2C5fdditPYBy+NffCqS2NfV85Dqs5THsEYAjjO3PiESHfQVguRiYiISADy20Jk4eHhDB8+nJkzZ/L999+zceNGli5dyo033gi4smHd9WgHDx5MdnY2KSkp7N27l5SUFPLy8rjssssAuP7663n11Vf59NNP2bNnDw888ADnnnsuffv2BeDaa6/lqaeeYtOmTWzatIn58+d7jhPsbAXZABSF+G4RMg+La8E38tJ8v28RERERkRMqU9M2MsyVv6LyCCIiIhKI/JZpCzBlyhRmzpzJTTfdRFRUFBMmTGDQoEEA9O7dmzlz5jBixAiioqJYtGgRM2bM4N133yUxMZHFixd7yhdcf/315OXlMXPmTI4dO0avXr146aWXPBm7t956K0ePHuXuu+/GaDRy1VVXMWbMGH+ddkBxFLqCtvYQ35eCMEU0ghwIKTzq832LiIiIiLh5yiNUoKZtRKg701ZBWxEREQk8fg3ahoeHM3fuXObOnVvsuV27dnnd79ixI2vWrClxPyEhIYwdO5axY8eW+LzRaGTKlClMmTKl6p2uY5xFrvIIjmoI2pqjGsFhCCvK8Pm+RURERETcKpdp6wraWhW0FRERkQDkt/IIEhgMJ4K2TqPvg7aRMa6awRGOYz7ft4iIiIiIW2WCtp6FyBS0FRERkQCkoG2QM9hOBG1NkT7fd716jQEIowBHUa7P9y8iIiIiAlBQmfII7kxb1bQVERGRAKSgbZAz2l3BVIPJ95m2DerVJ98ZBoDdesTn+xcRERERASiqTKatatqKiIhIAFPQNsiFOlxBW2M1ZNo2jLZwzB4DgCMv3ef7FxERERGBUzJtK1TT1rW8hzJtRUREJBApaBvkPEHb0GoI2kaGcdRRDwBrzmGf719EREREBE6paVuB8giRnpq2tmrpk4iIiEhVKGgb5MzOPACMYb4vjxBjMZHhcGXaZmX86fP9i4iIiIjAyaBtmNFQ7m08NW1VHkFEREQCkIK2QczhcBKOFYDQasi0NRgMWI1xABzPVqatiIiIiFSPQnvFa9pGKmgrIiIiAUxB2yBmLbITGeLKtA0L833QFqDAFAtA/nEFbUVERESkehRoITIRERGpYxS0DWK5hXYiDfkAmEJ9Xx4BwB4WD4DNmlYt+xcRERERqUzQVguRiYiISCBT0DaI5RbaiApxlUcwmKon09ZgaQiAMy+9WvYvIiIiIuIujxBWgYXIIrQQmYiIiAQwBW2DWG5eHmaDa5LqNFZPpq0xogEAIYVHq2X/IiIiIiKVy7RVTVsREREJXAraBjGrNcvzb6exejJtzVEJAITZjlXL/kVERERE3EHbimTaRoappq2IiIgELgVtg1jeiaBtgTMMQkzVcozIaFfQNsKegdPprJZjiIiIiEhw8wRttRCZiIiI1BEK2gaxgvxsAPIN1VMaAaB+/bMBCKMAZ1FutR1HRERERIKXu6atuUKZticXIlNygYiIiAQaBW2DmDtoW0h4tR0jvl598hxhANjz0qrtOCIiIiISvCpT09a9EJnd4fQEfUVEREQChYK2QawoP8d1G1J9QduGUWaOOWIAsFsVtBURERER36vKQmSgxchEREQk8ChoG8SKCl3lCmzVHLQ96qgHQP7xw9V2HBEREREJTk7nyUzZiixEFmoMwRRiAFTXVkRERAKPgrZBzF54HABbSGS1HaOexUTGiaBtVuahajuOiIiIiASnIvvJerQVybSFk9m21iIFbUVERCSwKGgbxNxBW6ex+jJtDQYD1pBYAI5nHay244iIiIhIcHKXRoCKB23ddW2VaSsiIiKBRkHbIOYosgLgNEVU63HyQ+NdtzkqjyAiIiIivlVgPxlwrUh5BIDIMBMAuYU2n/ZJREREpKoUtA1iTpurpi3VHLS1hTZw3VoVtBURERER3yq0ucojGEMMGE/UqC0vT3kEZdqKiIhIgFHQNogZbK5MW0xR1Xuc8Iauf+SnVetxRERERCT4uMsjmCuYZQsQEaryCCIiIhKYFLQNYoYTmbYhodW3EBmAMaKR67YgvVqPIyIiIiLBx10eoaL1bEELkYmIiEjgUtA2iBntrkxbY1j1Bm3NUQmuW9vRaj2OiIiIiAQfd3mEsEoEbbUQmYiIiAQqBW2DWIgjDwBTWPWWR4iq1xiACEcmTocmxCIiIiLiO1Upj+BeiEw1bUVERCTQKGgbxEIdrkzbUHP1ZtrWr38WDqeBEBw48pVtKyIiIiK+U5XyCOGemrY2n/ZJREREpKoUtA1ioU5Xpm2oObpaj5NQL5IMh+sYduvhaj2WiIiIiAQXd6ZtWKUybVUeQURERAKTgrZBLMyZD4DZUr3lERKizBx11APAlnukWo8lIiIiIsGl0F0eQQuRiYiISB2ioG0QM+PKtDVbqjnTNjqMo3ZX0DY3+2C1HktEREREgkuBvfJBWy1EJiIiIoFKQdsgZXc4CceVaRseXr1B24gwE5nEApCV8We1HktEREREgkuBDzJt8xS0FRERkQCjoG2QshbaCQ8pACCimoO2AHmmONdxcw5V+7FEREREJHgU2itf0zZCC5GJiIhIgFLQNkjlFtoIN7gzbWOq/Xi20AYAFBzXQmQiIiIi4jtVy7Q1AappKyIiIoFHQdsglZufj9ngyigICYus9uM5LQ0BcFi1EJmIiIiI+E5VgraqaSsiIiKBSkHbIJVrzfH8OyS0+oO2xogE17EK0qv9WCIiIiISPHxR01ZBWxEREQk0CtoGqby8bADszhAICav241miXUHbsCIFbUVERETEd9w1bUMrUdNWQVsREREJVAraBqn8PFembR7hGAyGaj9eZMzZAETYj+F0Oqv9eCIiIiISHKqSaRt1oqatFiITERGRQKOgbZAqyHcFbQsNlho5Xv1YV9DWRBGOgqwaOaaIiIiI1H2+KI9wvECZtiIiIhJYFLQNUvkFrqBtkSG8Ro7XqH49chyuYznytBiZiIiIiPiGO2gbVonyCFHmk5m2uhpMREREAomCtkGqqCDXdWuIqJHjJUSZOWqvB4DdqqCtiIiIiPiGu6ZtVTJtHU7IPxH8FREREQkECtoGKVvBcddtSA1l2kaZSXfUB8CafbBGjikiIiIidV/VyiOYPP9WXVsREREJJAraBilboStoazfWTNA2xmIiw+nKtM3KUNBWRERERHyj0B20rUR5BGOIAcuJYG+u6tqKiIhIAFHQNkg5ilzlEZzGmimPYDAYsBrjAchVpq2IiIiI+Ii7PEJYJTJt4ZTFyAoVtBUREZHAoaBtkHIHbR2myBo7ZlFoAwDycw7V2DFFREREpG4rqEKmLXgvRiYiIiISKBS0DVYngrYGU81k2gI4za6grRYiExERERFfqUpNWzgl01blEURERCSAKGgbrGwngrahNZdpa4hIcN0WpNXYMUVERERqWkFBAVOnTqVbt2707t2bpUuXltr2xx9/ZNSoUSQnJzNy5Eh27Njh9Xy3bt1ITEz0+snNza3uU6hVCqpYHiEqTJm2IiIiEnhMZTeRuijEbnXdhkbV2DHNUY0gA0IL02vsmCIiIiI1bd68eezYsYPXX3+dP//8kwcffJDGjRszePBgr3ZWq5WxY8cydOhQnnjiCd555x3GjRvHv//9byIiIjh8+DA5OTls3LgRi8Xi2S4iouaulKoNqrIQGaimrYiIiAQmBW2DVIg9DwBjWM1l2kbEnAWAxXasxo4pIiIiUpOsViurVq1iyZIlJCUlkZSUxJ49e3jrrbeKBW3XrVuH2Wxm8uTJGAwGpk2bxmeffcb69esZMWIE+/bto2HDhjRt2tRPZ1M7VLU8gmraioiISCBSeYQgZXK4Mm1Dw2ou07Ze/cYAWLDisOXV2HFFREREasrOnTux2Wx07tzZ81jXrl1JTU3F4XB4tU1NTaVr164YDAYADAYDXbp0Ydu2bQDs3buXFi1a1Fjfayt3eQTVtBUREZG6RJm2QcrkyIMQCDXXXNC2Qf0GFDhDMRuKsOceJqRe8xo7toiIiEhNSEtLIzY2lrCwMM9jDRo0oKCggMzMTOLi4rzatm7d2mv7+Ph49uzZA8C+ffvIy8tj9OjR/PLLL7Rt25apU6eeMZBrt9ux24Mr+Oguj2Ay4Dn3irwGEaHuoG1R0L12dU1lxl/qBo19cNP4B6/aOvbl7a+CtkEq1OnKdA2zRNfYMROiLRy116OxKR1HXhooaCsiIiJ1TF5enlfAFvDcLywsLFdbd7uff/6ZrKws7r33XqKioliyZAljxozhgw8+ICqq5C/ed+/e7atTqTWyra557a+/7KNejuv13L59e7m3t2ZlAbDvtz/Ztu247zsoNa4i4y91i8Y+uGn8g1ddHXsFbYOU+UTQ1lyjQVszexz1aEw6+TkHMZ9VY4cWERERqRFms7lYcNZ9/9TFxM7U1t3u1VdfpaioiMhI1xoETz31FP369eM///kPQ4cOLfH4bdq0Cb6Fyj74BLDTvm0iHc6KYvv27XTo0AGj0ViuzVsc3gW79xEVG0+nTknV21epVna7vcLjL3WDxj64afyDV20de6vVWq4v2hW0DVJm8gGwWGquPEJseCjpjlgAMo/9Tr0aO7KIiIhIzUhISCAjIwObzYbJ5Jpqp6WlYbFYiImJKdY2PT3d67H09HQaNWoEuLJuT83ENZvNNGnShMOHD5d6fKPRWKs+tPiCu6ZteKjJc+4VeR2izKEA5BY5gu61q6uC8X0gLhr74KbxD161bezL21e/LkRWUFDA1KlT6datG71792bp0qWltv3xxx8ZNWoUycnJjBw5kh07dnieczqdLF68mAEDBtClSxduuukm9u7d67VtYmKi18+IESOq9dwCmd3hxGJwBW3DI2LKaO07ISEGckIaAJCbeaDGjisiIiJSU9q2bYvJZPIsJgawZcsWOnToQEiI99Q7OTmZ7777DqfTCbjmtFu3biU5ORmn08kll1zC6tWrPe2tViu//vorLVu2rJFzqS0Kq7gQWZTZFVy3FtauengiIiJSt/k1aDtv3jx27NjB66+/zowZM1i4cCHr168v1s5qtTJ27Fi6devG6tWr6dy5M+PGjcNqtQKwYsUKli5dyiOPPMJ7771HkyZNuP3228nLc5UA2Lt3L23btuWLL77w/Lz66qs1eq6BxFpoJ8JQAEBEeM2VRwAoCG0IQH7OwRo9roiIiEhNCA8PZ/jw4cycOZPvv/+ejRs3snTpUm688UbAlXWbn+/68nzw4MFkZ2eTkpLC3r17SUlJIS8vj8suuwyDwcBFF13E888/z6ZNm9izZw+TJ0/mrLPOol+/fv48xYBTYKta0DYyzJXtklto81mfRERERKrKb0Fbq9XKqlWrmDZtGklJSQwcOJDbbruNt956q1jbdevWYTabmTx5Mq1atWLatGlERkZ6Arxr1qzhlltuoX///rRo0YKZM2eSmZnJ1q1bAdfKu61ataJhw4aen9jY2Bo930ByvKCICHembQ0HbW1m1+V+9lwFbUVERKRumjJlCklJSdx0003MmjWLCRMmMGjQIAB69+7NunXrAIiKimLRokVs2bKFESNGkJqayuLFiz01aR944AEuvfRS7rvvPkaNGoXNZmPx4sW16vK/6uZ0Ok8J2lbudYkKc2XaHi9Qpq2IiIgEDr/VtN25cyc2m43OnTt7HuvatSsvv/wyDofD6/Kx1NRUunbtisFgAMBgMNClSxe2bdvGiBEjmDx5Mk2aNPG0NxgMOJ1OcnJyAFfQNjExsYbOLPDl5lsxGlyTW2NYFM4aPLYh/CwohJD80muxiYiIiNRm4eHhzJ07l7lz5xZ7bteuXV73O3bsyJo1a0rcj9ls5qGHHuKhhx6qln7WBTbHyZlsmNFQqX0o01ZEREQCkd+CtmlpacTGxnotrtCgQQMKCgrIzMwkLi7Oq23r1q29to+Pj2fPnj0AdOvWzeu5VatWYbPZ6Nq1K+AK2jocDoYOHUpOTg59+/Zl8uTJREWVvgiX3W7Hbq+b37bn5GRS/8S/HSEWHCfOsybONzTqbMiC0MK0Ovv61ib2Ghx7CSwa++ClsQ9edXHs69K5SOW4s2yhKjVtXUHb46ppKyIiIgHEb0HbvLw8r4At4LlfWFhYrrantwNXVu7cuXO59dZbadiwIUVFRfz+++80adKExx9/nOzsbObMmcMDDzzASy+9VGr/du/eXdlTC3g7//ydC4ECZyip359c0G379u3VfuycPNdkOsJ+lG3fbQWDX8sqywk1MfYSmDT2wUtjH7w09lKXeAdtjeB0nKF1ySJPlEdQpq2IiIgEEr8Fbc1mc7Ggq/u+xWIpV9vT23333Xfcfvvt9O3bl3vuuQeA0NBQvvnmG8xmM6GhoQA88cQTjBw5ksOHD5OQkFBi/9q0aeOpJ1bXZDtyYR8UYKFTp07Y7Xa2b99Ohw4dqr1G2h5nLI7PDRgNdjokNsEY0ahajydnVpNjL4FFYx+8NPbBqy6OvdVqrdNftEvZ3EFbY4gBY4iByiRfezJtVdNWREREAojfgrYJCQlkZGRgs9kwmVzdSEtLw2KxEBMTU6xtenq612Pp6ek0anQy4Ldp0ybuuOMOevXqxfz5871q4p5eBqFVq1YAZwzaGo3GOvOB5nSFhVbXrSHc6xxr4pzPiatHhiOaeGM2zvwjGKPPrtbjSfnU5d93OTONffDS2AevujT2deU8pPIK7a6gbWXr2cKpmbYK2oqIiEjg8Nu16W3btsVkMrFt2zbPY1u2bKFDhw5eAVeA5ORkvvvuO5xO10IDTqeTrVu3kpycDLhKGdx555306dOHZ5991pNRC7B37146d+7M77//7nnsp59+wmQy0axZs2o8w8BVWHDcdWsIr/Fjnx1j4bDdVa/YdvxgjR9fREREROoOd6at2VT5AH7UiYXICu0OiuwVL68gIiIiUh38FrQNDw9n+PDhzJw5k++//56NGzeydOlSbrzxRsCVdZufnw/A4MGDyc7OJiUlhb1795KSkkJeXh6XXXYZANOnT+fss89mypQpZGRkkJaW5tm+ZcuWNGvWjEceeYTdu3fz7bff8sgjjzBq1Cjq1avnr9P3q6KCHABsIX4I2kabSXPEApCbdaDGjy8iIiIidcfJoG3lP9a4M21B2bYiIiISOPy6CtSUKVNISkripptuYtasWUyYMIFBgwYB0Lt3b9atWwe4yhssWrSILVu2MGLECFJTU1m8eDERERGkpaXx3XffsXfvXi666CJ69+7t+Vm3bh0hISG89NJLREVFcf3113PXXXfRs2dPpk6d6s9T96uiE5m2dj8EbSPNJjJwZdpmZShoKyIiIiKV5w7aVqU8QpgphNAT2x8v0GJkIiIiEhj8VtMWXNm2c+fOZe7cucWe27Vrl9f9jh07smbNmmLtGjZsWKzt6c4++2wWLlxYtc7WIfbCXNdtSKRfjp9vagiAVZm2IiIiIlIF7pq2VSmPAK5s28y8ImXaioiISMDwa6at+Ie9yBW0dZhqPtMWwG5xLSBXpJq2IiIiIlIFnvIIxqp9rIk8Udf2eKEybUVERCQwKGgbhJxFrvIIGP2TaRsScZbrH9ZDfjm+iIiIiNQNBTZXZmxVatrCycXIcguUaSsiIiKBQUHbYGSzum5D/RO0DYs+23X4wiN+Ob6IiIiI1A2FdifgqktbFe7FyHKVaSsiIiIBQkHbIGQ4EbQ1hEb45fiRMU0ACLel43Q6/dIHEREREan9fFUeIcrsLo+gTFsREREJDAraBqEQm6umrTE0yi/Hrx/vCtqGUoijINMvfRARERGR2q/A7pvyCCczbRW0FRERkcCgoG0QCnHkAWAM8095hLPr1yPL4Tq2PVeLkYmIiIhI5bgzbcOqmmnrXoisQOURREREJDAoaBuEjA5XeYRQc7Rfjn92jIUj9lgA7LlajExEREREKqfQ5iq1pUxbERERqWsUtA1CoScybUPNfsq0jTGTdiJoa8064Jc+iIiIiEjt57PyCJ6atsq0FRERkcCgoG0QCnO6grZhZv/UtI02mzhGHACZx/7wSx9EREREpPbzlEdQpq2IiIjUMQraBqEwZz4AZkuMX45vMBjIMzUAIFeZtiIiIiJSSe7yCFWuaWtWTVsREREJLAraBiEzrqBteLh/atoCFIUlAFB4XAuRiYiIiEjl+Kw8womFyKzKtBUREZEAoaBtkLE7nEQYXOURwiP8F7QNiTwLAKdVC5GJiIiISOW4yyNUNWgbdaI8gmraioiISKBQ0DbI5BbaCDcUABAR7p/yCAChkWcDYCo44rc+iIiIiEjt5qlpW8XyCO5MW9W0FRERkUChoG2QOV5QRESIK2jrz/IIEfXPAcBiS/NbH0RERESkdiu0+yjT1nwi01Y1bUVERCRAKGgbZKx5xz3/DgmL8ls/YmObAGBxWnEU5fqtHyIiIiJSexX6qDyCMm1FREQk0ChoG2Ss1izPvw2mcL/1o1FcPLkOCwD243/6rR8iIiIiUnv5uqatgrYiIiISKBS0DTJ5JzJt85wWDAb/Df/Z0RYO2eMAsB0/4Ld+iIiIiEjt5S6P4KuatiqPICIiIoFCQdsgk5eXDUABFr/24+wYMwftDQDIy/rdr30RERERkdrJZ5m2ZmXaioiISGBR0DbIFOS7Mm0LDf4rjQBQPzyUNIcraJuVvt+vfRERERGR2slXQVt3pq21yI7D4axyv0RERESqSkHbIFOYn+O69XPQ1mAwkBuaAEBu1m9+7YuIiIiI1E6eoG0VyyO4M23BFbgVERER8TcFbYNMUYEr09YW4t+gLUCh+WwAirJV01ZEREREKs5T07aKmbYWUwgGg+vfqmsrIiIigUBB2yBjK8wFwB4AQVtDRGPXrVVBWxERERGpOF+VRzAYDESFubJtj6uurYiIiAQABW2DjL3QlWnrMEb4uSdgqX8uAGEFB/3cExERERGpjXxVHgEg+kSJhBxl2oqIiEgAUNA2yDiKTgRtTZF+7gnExLmCtuGOTBy2fD/3RkRERERqmwIflUcAiLG4grbZ+UVV3peIiIhIVSloG2QcRVbXPwIg0/asuASsDjMA9uN/+Lk3IiIiIlLbFPqoPAJAjCfTVuURRERExP8UtA0yBtuJoG2o/4O2TWIjOGiPB8CWo7q2IiIiIlIxPi2PoExbERERCSAK2gYZg821EJkhNMrPPYGm9S0cOhG0LcpRpq2IiIiIVIy7PIIvM22z81XTVkRERPxPQdsgY7C7Mm2Nof6vaXtWtIXDjgYAZB79xc+9EREREZHaxl0eIcwHmbbumrZaiExEREQCgYK2QcboyAPAFOb/oK0xxMBxUwIAOcd+93NvRERERKQ2cTqdPs20jXJn2ipoKyIiIgFAQdsgY3K4yiOEmv1fHgHAZjkbgMIcBW1FREREpPxsDidOp+vfPimPYFF5BBEREQkcCtoGGZMjH4BQc7Sfe+ISEnmO6x+5f/q3IyIiIiJSq7gXIQMflUcwhwIqjyAiIiKBQUHbIBPmdJVHCAuQoK2lXlMAwgoO+rknIiIiIlKbFNpPBm19kWkbfaI8Qo4ybUVERCQAKGgbZMJwZdpaLIFRHiEmrhkAEY4MHLZ8P/dGRERERGoLd6ZtiAFMPlyILLugqMr7EhEREamqSs1ufv9d9Udrq3BcmbaW8Bg/98TlrPgErA4zAPbjB/zcGxEREQlmmuPWLu6grS+ybOFk0DanwO6T/YmIiIhURaVmOIMHD2bUqFG89tprHD582Nd9kmpiszuwnMi0DY8IjEzbJvUjOGSPB8CmoK2IiIj4kea4tYu7PIIv6tnCyfII2fnKtBURERH/q9QM5/PPP2fEiBF88sknXHzxxdxwww28/fbbHDt2zNf9Ex/KLbQTEVIAQFREYGTaNq0f7gnaFmb95ufeiIiISDDTHLd2qa5M22zVtBUREZEAUKkZTlxcHNdeey3Lly/n008/5fLLL+ezzz7jkksu4dZbb2XNmjXk5eX5uq9SRcfzCzAbXJkDZktgLESWEG3mkKMBAJlHf/Vzb0RERCSYaY5bu/g8aOvOtC1Q0FZERET8r8oznLS0NNLS0jh06BAOh4PIyEjeffddLrroIjZs2OCLPoqPWK3Znn8bwwIjaGsMMZBragTA8UzVkRMREZHAoDlu4HMHbX1dHiGnwIbT6fTJPkVEREQqy1SZjX766SfWr1/P+vXrOXDgABdeeCE333wzl1xyCZGRkQC8+OKLPPLIIwwaNMinHZbKs+blEAPYnCFgDPN3dzxslrPBAQXZKo8gIiIi/qM5bu3irmnr6/IITqerrFiUuVIflURERER8olIzkREjRtCtWzfGjBnD4MGDiY2NLdama9euWoE3wOSdCNoWYMFgMPi7Ox4hUU0gGwy5f/q7KyIiIhLENMetXXxdHiE81IgxxIDd4SQ736agrYiIiPhVpWYiTzzxBEOGDCE0NNTr8cLCQk/drx49etCjRw+fdFJ8oyDPVR4hn3A/98SbJaYpZENYwUF/d0VERESCmOa4tcvJoK3RJ/szGAxEm01k5hWRo7q2IiIi4meV+lr6oYceIicnp9jje/bs4d57761yp6R6FBQcB6DQEFhB25j45gBEODJw2LS4h4iIiPiH5ri1i7s8QpjRd1eQeRYjy1fQVkRERPyr3Jm2b7/9No8++igGgwGn00mvXr1KbHfhhRf6rHPiWwUFrg8hRQaLn3vi7az4BHIcEUSHWLFl/0pY3F/83SUREREJEprj1l6+Lo8AJ+vaZhcU+WyfIiIiIpVR7qDtddddx3nnnYfD4eCmm25iwYIF1KtXz/O8wWAgPDycNm3aVEtHpeqK8l2ZtvaQCD/3xFuT+uH8YWtI27BfsWXtV9BWREREaozmuLWXJ2hr9E15BDgZtFV5BBEREfG3CtW07d69OwAff/wxjRs3DqjFrKRs9kJX0NZmDKygbdP64WyzN6Itv1KYtZ/A6p2IiIjUdZrj1k7uoG2YyXfjFa3yCCIiIhIgyh20nTJlCtOmTSMqKoqFCxeese2cOXOq3DHxPXthLgAOY2DVtG0UZeZPeyMAMtP3Ut+/3REREZEgUh1z3IKCAmbNmsWGDRuwWCzccsst3HLLLSW2/fHHH5kxYwa7d++mdevWzJo1i/bt2xdr9+GHHzJp0iR27dpVrj4EA3dNW18tRAaqaSsiIiKBw3cFoCTgOYpcQVtngGXaGkMM5ISeA4D12C9+7o2IiIhI1cybN48dO3bw+uuvM2PGDBYuXMj69euLtbNarYwdO5Zu3bqxevVqOnfuzLhx47BarV7tsrOzSUlJqanu1xonyyP47iNNtCUUUHkEERER8b9yZ9qemlmgTNrayekO2poi/dyT4hyR54INbDm/+rsrIiIiEkR8Pce1Wq2sWrWKJUuWkJSURFJSEnv27OGtt95i8ODBXm3XrVuH2Wxm8uTJGAwGpk2bxmeffcb69esZMWKEp928efNo2rQpaWlpVe5fXXKyPIIPg7ZmV9ZutoK2IiIi4meVmuHk5uby1FNP8fPPP+NwOJg8eTKdOnXiuuuu48CBA77uo/iKzRW0NQRg0NZSrzkAodbf/dsRERERCVq+mOPu3LkTm81G586dPY917dqV1NRUHA6HV9vU1FS6du3qqaFrMBjo0qUL27Zt87TZvHkzmzdv5o477qj6CdYx7vIIvgzaxpzItFV5BBEREfG3Ci1E5jZz5kx27tzJyJEj+de//sWGDRt4/PHHWb9+PbNmzWLx4sW+7qf4gMHuutQuJDTwgrbRDVrCUbDYM3AUHickLMrfXRIREZEg44s5blpaGrGxsYSFhXkea9CgAQUFBWRmZhIXF+fVtnXr1l7bx8fHs2fPHgAKCwt55JFHmD59OqGhoeU6B7vdjt1uL1fb2i6/yBVYDQvBc86n31ZUdJgrAJyVVxg0r2NdUtXxl9pLYx/cNP7Bq7aOfXn7W6mg7aeffsry5ctp0aIFTz75JP3792fIkCG0a9eOK6+8sjK7lBoQYs8DwBgWeEHbJg0TyPwpivohx7Fl7yesQfEFOERERESqky/muHl5eV4BW8Bzv7CwsFxt3e1eeOEFkpKS6N27N5s2bSrX8Xfv3l2udnXBgUNZAGQeTWPbtgKv57Zv316pfWYccV2ZduDIMa+MZ6ldKjv+Uvtp7IObxj941dWxr1TQ1ul0EhoaSn5+Pl9//TUzZswAICsri4iI8i9y5auVdZ1OJ0uWLGHFihVkZmbSoUMHHnnkEU/mgtPpZP78+fz973/H4XBw1VVXcf/99xMSElzrsBntrkmoMQCzWJvHRvCHrRH1w45jy/5VQVsRERGpcb6Y45rN5mLBWfd9i8VSrrYWi4Xdu3fz7rvv8q9//atC59CmTZsKzcdrs+h924Fczm18Np06nQe4Mle2b99Ohw4dMBqNFd7nLv6E/23DYImkU6dOvu2wVLuqjr/UXhr74KbxD161deytVmu5vmivVND2ggsu4JFHHiEiIoKQkBAuueQSvv76ax577DEGDBhQ7v2curLun3/+yYMPPkjjxo2LLdLgXll36NChPPHEE7zzzjuMGzeOf//730RERLBixQqWLl3KnDlzaN68Oa+88gq3334769atIzw8nGXLlvH++++zcOFCbDYbDzzwAPHx8dx6662VOf1ay+R0ZdqGmgMvaNsiPoL3bQ1pH/YzhVn7CY6PGiIiIhJIfDHHTUhIICMjA5vNhsnkmmqnpaVhsViIiYkp1jY9Pd3rsfT0dBo1asSGDRvIyspi4MCBwMnL6Dp37sysWbMYNmxYicc3Go216kNLVZxYhwxzqKnYOVf2dagf4cp8zimwBc3rWBcF0/tAvGnsg5vGP3jVtrEvb18rlWr6+OOP065dO8LCwnjhhReIiopi165d9OvXj2nTppVrH+6VdadNm0ZSUhIDBw7ktttu46233irW9tSVdVu1asW0adOIjIxk/fr1AKxZs4ZbbrmF/v3706JFC2bOnElmZiZbt24FYPny5UycOJFu3bpxwQUXcP/995d4nLrO5HAFbcMCMGjbOMbCn45GAGSm7/Nzb0RERCQY+WKO27ZtW0wmk9el9Vu2bKFDhw7FrvJKTk7mu+++w+l0Aq5M361bt5KcnMwNN9zAhx9+yNq1a1m7di2zZ88GYO3atRVKkqjLCk4sRGb24UJk0WZXoD2nQAuRiYiIiH9VKtM2Ojqahx9+2OuxMWPGVGgfpa2s+/LLL+NwOLwmtWdaWXfEiBFMnjyZJk2aeNobDAacTic5OTkcPnyYgwcP0r17d6/jHDhwgCNHjtCoUaMK9bs2M5/ItDVbov3ck+KMIQasYa4xzD36s597IyIiIsHIF3Pc8PBwhg8fzsyZM3n88cc5cuSI54owcGXdRkdHY7FYGDx4MPPnzyclJYVrrrmGFStWkJeXx2WXXUZERAT169f37PfQoUMANGvWrErnWJcU2FzZx74M2sZYXB+PsvMVtBURERH/qlTQtqioiLVr17J9+3ZsNpsnO8DNPSk9E1+urNutWzev51atWoXNZqNr164cPnwYwCs426BBA8A1+S0taFsXV94NIx+A0LBIr3MLlNX2nJFNoQjsOfv93pdgEShjLzVPYx+8NPbBqy6Ova/PxRdzXIApU6Ywc+ZMbrrpJqKiopgwYQKDBg0CoHfv3syZM4cRI0YQFRXFokWLmDFjBu+++y6JiYksXrw4aGrSVlXBifoIYUYfBm3NoYCCtiIiIuJ/lQraTps2jQ0bNtCnTx+ioip3qb0vV9Y9VWpqKnPnzuXWW2+lYcOG/Prrr177PtNxTlUXV961nAjaHjx4hDzbtmLP+3u1PavTFag3WX/Xar01zN9jL/6jsQ9eGvvgpbEvnS/muODKtp07dy5z584t9tyuXbu87nfs2JE1a9aUuc8ePXoU2zbYFVZHeQSLq8actciO3eHEGGLw2b5FREREKqJSQdt///vfvPDCC/Tq1avSB/bVyrqn+u6777j99tvp27cv99xzD+AdoDWbzV7HCQ8PL7V/dW3lXZvdwc5PXUHbpKRONGzczvNcoKy21zwtBHZCuDOH89q2IMRcz299CRaBMvZS8zT2wUtjH7zq4tiXd+Xd8vLFHFdqjjvTtjpq2oKrrm398FCf7VtERESkIipd0zYhIaFKB/bVyrpumzZt4o477qBXr17Mnz/fUxPX3c+0tDRP3du0tDQAGjZsWGr/atvKc2XJKbATYXAFbaOj65d4bv4+56aNGnL0hxjijdk4cn8nNCKu7I3EJ/w99uI/GvvgpbEPXnVp7H19Hr6Y40rNqY6grdlkxGwKocDmIDu/SEFbERER8ZtKzXDuvPNOUlJS2LdvHzZb5eo9+WplXXCVMrjzzjvp06cPzz77LKH/z959x8lV1/sff53ps71vdrO76b0XEmooAgYFxAAqotKLCurvqigg7SpV8aqAKAiCV64IQpQSARGQmpBeSA8pW5LtfXb6+f1xdpeE9GR3z87s+/l45LG7M2fmvE8O5cxnP+fzdX9ycVVYWEhxcTFLly7dYz/FxcUDahGy9mAHLsO6sPX1w4XIAIblpFARs85JtGW7zWlERERkoOmJa1zpO13jEXpypi180m3bGkqe+c8iIiKSeI6o0/bRRx+lpqaGs88+e5/Pr1u37qDv0VMr6wLceuutFBUVceONN9LY2Ni9j67XX3TRRfziF79g0KBBANx///1cfvnlR3LoCas90EJXKdvhOfIZbb1paHYKy6L5TPFsJtS0lVS7A4mIiMiA0hPXuNJ3eqPTFiDD56KuPUxLMNKj7ysiIiJyOI6oaHvPPff0yM57YmXd2tpali9fDsApp5yyx/t3vf6KK66gvr6e6667DqfTyQUXXMCll17aI8eQKAIdLWQCIdON4Tii097rBqV72Rm3CuvNtVvQcAQRERHpSz11jSt9o9eKtp2dti0hdVuLiIiIfY6oejdr1iwA2tra2LFjByNHjiQcDh/2Krs9sbJufn7+QVfSdTqd3Hjjjdx4442HlS+ZBLuKtvgOuq1dHA6DoHcwAO2NW21OIyIiIgNNT13jSt/oKtr22niEoIq2IiIiYp8jusIJh8P85Cc/YdasWVxwwQVUV1fz4x//mCuuuILm5uaezig9IBhsA/p30RaAtDIAzNZt9uYQERGRAUfXuImla6Ztb4xHAHXaioiIiL2O6ArnvvvuY/PmzcyfPx+v1wvA9ddfT2NjIz/72c96NKD0jHBn0TZs+G1OcmCerJEA+Dq2Y5pxm9OIiIjIQKJr3MTSezNtrZUgmjXTVkRERGx0RFc4r732GjfffDNjxozpfmzMmDH89Kc/5e233+6xcNJzwqFWACKO/l20zSoYTtR04DKDxNqq7I4jIiIiA4iucRNLd9G2h8cjZHZ22jZ1qNNWRERE7HNEVzjt7e34/XsX/+LxOLFY7KhDSc+LdHbaxowUm5Mc2NDcTCqiBQBEmjbbnEZEREQGEl3jJpau8QieHu60zU6xOm0bO9RpKyIiIvY5oiuc0047jV/+8pe0tbV1P1ZeXs7PfvYzTj755B4LJz0nGm4HIObs3522Q7NT2BYtAlS0FRERkb6la9zEEY3FiZvW9z09HiHb7wGgKRDu0fcVERERORxHdIVz66234nK5mD17Nh0dHZx//vmcccYZZGRkcMstt/R0RukBsUhnp60z1eYkBzYs55OibbBho81pREREZCDRNW7i6BqNAD0/HiHbr05bERERsZ/rSF7U1NTEF7/4RSZMmMCYMWPYvn07J510EsOHD+/pfNJDzIjVaWs6+/d4hPw0DzsZDEBLzQYKbM4jIiIiA4eucRNHKPZJ0VbjEURERCQZHVbR9oMPPuDuu+9m06ZNmKbZ/bhhGLz44ov8+Mc/ZubMmT0eUo5eV9EWV/8u2hqGQTRtGKDxCCIiItI3dI2beMKdnbaGAS6H0aPv3d1pG1DRVkREROxzyL+Wfvfdd7nyyisZO3Ys//u//8vChQv56KOPWLRoEU888QTDhw/nsssuY/ny5b2ZV46QEQ1YX939ezwCgDd7NADuwHZMM36QrUVERESOnK5xE1PXeASv04Fh9GzRNqez07ZBnbYiIiJio0PutH3ooYe49NJL+eEPf7jH45mZmcyePZvZs2eTmZnJww8/zCOPPNLjQeXoGFGr09bh6f9F27yC4YQbXXgIE20tx50xxO5IIiIikqR0jZuYusYj9PQiZLBnp61pmj1eFBYRERE5FId8lbN+/Xq++MUvHnCbCy+8kLVr1x51KOl5jpjVaetyp9mc5OBG5mdSHrWm2UY1IkFERER6ka5xE1PXeARPDy9CBpDt91j7iMXpiMR6/P1FREREDsUhX+UEg0EyMzMPuE12djYNDQ1HHUp6niPeAYDL2/87bUflp7ItWgRApFFFWxEREek9usZNTL3ZaZvmdeLsnJOrxchERETELod8lWOaJg7HgTc3DGOPxRuk/3B1Fm3d3nSbkxzcqLxPirYdDRttTiMiIiLJTNe4ial7pm0vFG0Nw9BiZCIiImK7Q55pC/DPf/6TtLT9317f2tp61IGkd3jMABjg9fX/8Qh5qR6qjRIAWmo3UGhzHhEREUluusZNPL1ZtAVrrm1de5gGFW1FRETEJodctC0uLubxxx8/6HZFRUVHFUh6h9sMAuD19f9OW8MwiKUNByDatMXmNCIiIpLMdI2bmMKx3ptpC5CT0tlpq/EIIiIiYpNDLtq+8cYbvZlDepkXq2jrS4BOWwB/zmhoAHfHdsx4FMNxWE3hIiIiIodE17iJqSc6bQMfv0xg6wKyjv0JrtQ9i/Ld4xFUtBURERGb9M6vpqVfMU0TP9ZM25SUDJvTHJr8gmEETQ9OM0q0dYfdcURERESkHznaom3Fkt/w63/ewsKP/k71C1/CjIb2eD47xQNAY0f46IKKiIiIHCEVbQeAYDSO37AuRFNTsuwNc4hGFaSzI2pNs400brY5jYiIiIj0J11F28Mdj2CaJg3v3sT1S1/jJymn8YX0izilfRS3vXADsXi8e7ssLUQmIiIiNlPRdgBoDYZJdVjjERKl03ZUXirbotZtatEmFW1FRERE5BNdM20Pt9O2deXDvLfsSV7wjLVebzj42JnDnc1u7v73/d3baTyCiIiI2E1F2wGgPfDJiseuBFiIDPYs2gbqN9qcRkRERET6kyMdj9C69inu858AwFeHT2fXV/+bH+T7Afjtjo9pb/oY2K1oq05bERERsYmKtgNAoL0ZgJjpwHD6bE5zaLJTPNQ6SgFoqVlrcxoRERER6U8+Kdo6D/k10fadvN5QzfuuMjwOJz+dPpcMj4875t5CgRGm2pHKnz/8MwA5Keq0FREREXupaDsABDqsTtsOfBiGYXOaQxdJHw1AvEmdtiIiIiLyia7xCB7noV/btm55mft8Vpftt8edwND0HAB8Lg9XFxUD8GBVFaZpkq2irYiIiNhMRdsBINhhddqG8Nuc5PD4cscB4A1VEQ+12JxGRERERPqL7oXIDmM8wj82vMl6Zz4ZDoMbJ39mj+eum/VV/GaEtWYar21+Z7fxCOGeCy0iIiJyGFS0HQCCQavTNmQkVtG2pKCI6lg2AOGG9TanEREREZH+4nDHI8Qj7bzR2ADAxUPGkOtL3eP5/OwyvuSxmgR+ueIVsv0eQJ22IiIiYh8VbQeAcGfRNmKk2Jzk8IzKS2VzpASASMM6m9OIiIiISH/R3Wl7iOMROra/zoeOQQCcNnTWPrf5zuiZGKbJ621hmuJWAbchEME0zR5ILCIiInJ4VLQdACKdRduoI7GKtqPzU9kcsRYjU9FWRERERLp0zbT1HuJ4hPJNL7HJmQvASYOG73ObSRMv5LhYBQAfVH4IQDRu0h6OHW1cERERkcOmou0AEA23ARBzJlbRdmxBGpujVqdtW80am9OIiIiISH/RPR7BefDxCGY8xtvlKwEYm5pGvi9tn9s5Uwo4NdWaZfvmjiW4O7t4NSJBRERE7KCi7QAQS9CibYrHRZt/JAChOnXaioiIiIglHD30TtvQrkUsiqcDcMrgCQfc9rPDZwPwblsHWX6rINwYUNFWRERE+p6KtgNAPGIVbU1X6kG27H98ueMAcHWUE4+025xGRERERPqDrvEIHtfBZ9oGqz7gQ9dgAE4qGnnAbWdN+jJ58XY6cJKXUQlAY0f4KNOKiIiIHD4VbQcAs6vY6dr3rWD92ZCiUupimQBEGjbYnEZERERE+oPDGY9QV7OGdY58AObsZ55tF3dqASc5rfUgUlO2AtZiZCIiIiJ9TUXbAcCIWp22hjvxOm3HF6azOWLNtQ03rLU5jYiIiIj0B6HDGI/wfl0lpmEwwu+nOCXzoNt/JjcPgDqXVbzVTFsRERGxg4q2A4ARtTptHe7E67QdX5jOpmgpAJF6FW1FREREBEKxGHDw8QhmLMIHAWvbkwqHHdJ7nzF0BgA7HG5wRjTTVkRERGyhou0A4IwFAHB5E69oO64wrbvTtq3mI5vTiIiIiEh/EI6awMHHI0QaN7DIWQTAySWTDum9hw47jTGxOkzDwJe2S522IiIiYgsVbQcAV9wq2jo9iVe0TfO6aPWNACBUt87mNCIiIiLSH4RihzYeoaF6BR85rXm2JxeNOKT3dqUNZo6jGYCsjHIVbUVERMQWKtoOAF1FW48vw+YkR8abOx4AZ2A78WiHzWlERERExG7BiDXywOc+8MeZJVVriBpOip0mQ9JyDvn9P5NrFXrbU4I0BsJHHlRERETkCKloOwB4TKvQ6fWl25zkyJQOKqMxloaBSaRhg91xRERERMRmXQuR+Q7Sabu2oRKAiWmHd8fZnKHH4DZjtLmcVHY0HllIERERkaOgou0A4E3wou34Qels7lqMrEEjEkREREQGumC0azzCgWfarm9rBWBcdvFhvX926UmMj9UCsDNcdQQJRURERI6OirYDgA+raOtPybQ5yZEZX5jevRhZuF6LkYmIiIgMdMFo53iEA3TaxoINbI55AJhQOPaw3t+dPYYpNAEQNbceWUgRERGRo6CibZIzTRO/YRVtU/wJ2mlbmM66yFAA2nettDeMiIiIiNguFD34QmThujVsdlpzbCfkDT2s9zcMgynp2QB0uBoxTfPIgoqIiIgcIRVtk1wgHCXFCAKQmqCdtuk+Fw3e0QCEalW0FRERERnogpGumbb7H49QV72Saoc1y3ZcVsFh7+OEkkkANHgcNHSEjiCliIiIyJFT0TbJtQUCuAzrojYlNTGLtgDuPOui2RncRayjzuY0IiIiImKnUOzgnbZrd1lrIRQ6DTI9/sPex8Thc8iOdxA1HPynctsR5RQRERE5UiraJrlAoKX7e5cn1cYkR2fEoEK2RwcBEK5dZXMaEREREbFLNBYnFrfGFfjcByjaNlgLiI1LO7IRYb6CaUyOVQPwfrnu9hIREZG+paJtkmvvaAagw/RiOA68um5/Nr4wnbXhoQCENSJBREREZMDqmmcL4HXu++OMGY+xIRAAYGxOyRHtx3B5GRoLA7CydsMRvYeIiIjIkVLRNsl1BKyibRCfzUmOzpTiDNZ3LkYWUqetiIiIyIAV3L1ou5/xCNGWrWw2rA7bCQWjj3hfBWQAsK6zEUJERESkr6hom+SCHa0AhDj8OV79ycRB6ayPDgOgvXqFvWFERERExDbBaAwAl8PAtZ9O22jTZjY7cgAYnz3oiPeV7RsOwE7ToDbYdsTvIyIiInK4VLRNcqGgVbQNGyk2Jzk6PreTaOYEAMymDZhRreArIiIiMhB1jUc40CJkrY1bqHBYXbLjsgqPeF/OjKmMiDUAsLBm+xG/j4iIiMjhUtE2yYU7i7YRR2J32gKUFo+kKZ6GYUYJN6y1O46IiIiI2CAYsYq2vgMUbTfWb8c0DLIcUOBLO+J9OXPGMSlqLUa2sEIjukRERKTvqGib5KJhq2gbdSR2py3AlMGZrA8PASBcu9rmNCIiIiL7FgqFuOmmm5g5cyYnnngijz/++H63Xbt2LRdeeCFTpkzh/PPPZ82aNd3PxWIxfvGLX3DCCScwbdo0vvvd71JXV9cXh9CvhWJdnbb7X2R3XXMNAGP8PgzDOOJ95WWkURiOArBo16Yjfh8RERGRw6WibZKLhqzZWzFn4hdtpxZnsjZizbUN1660OY2IiIjIvt13332sWbOGJ598kttuu40HH3yQV155Za/tAoEAV199NTNnzuT5559n2rRpXHPNNQQCAQAeeeQRFixYwK9+9SueffZZmpubueGGG/r6cPqdYMSaaetz7/+jzIZABwBjM3KPal8FaV7osBY0W9ragmmaR/V+IiIiIodKRdskFwtbRdu4M9XmJEdv6uAM1kesTttAjYq2IiIi0v8EAgGeffZZbr75ZiZMmMAZZ5zBlVdeyVNPPbXXtgsWLMDr9XLDDTcwYsQIbr75ZlJTU7sLvLFYjBtvvJFjjjmGkSNH8vWvf52lS5f29SH1O90zbfezCBmmyaaIVVydkFt6VPsqSPNS016C24zREoetbQ1H9X4iIiIih0pF2yRnRqyirelK/KJtToqHBt9YwOq0VaeDiIiI9Dfr168nGo0ybdq07sdmzJjBypUricfje2y7cuVKZsyY0X37vmEYTJ8+nRUrVgBw3XXXccYZZwBQX1/Ps88+y6xZs/rmQPqxYGfRdn+dtkakiU2GtQjZ+IIxR7WvgjQPayMjGBuzxlIsrSs/qvcTEREROVQuO3ceCoW44447eO211/D5fFx++eVcfvnl+9x27dq13HbbbWzcuJGRI0dyxx13MHHixL22e/jhh9m+fTv33HPPHq/94he/uMd2EyZM4Pnnn+/ZA+qPou0AGK4jX4ChP8keNJFwswtPpJlYazmujDK7I4mIiIh0q62tJTs7G4/H0/1YXl4eoVCIpqYmcnJy9th25MiRe7w+NzeXTZv2nJ36m9/8hoceeojMzEz+8pe/HHD/sViMWCzWA0fSf3V0zpj1Oh17HWssFiPeUcl2RxYAY7KKjurvI8fnYnOkhHmxBax2FbK4YjXzyiYd8ftJ7+o618n+74DsTed+YNP5H7gS9dwfal5bi7a7z/uqqqriRz/6EcXFxcydO3eP7brmfZ1zzjncc889/OUvf+Gaa67hX//6Fykpn8xqfemll3jggQc499xz93j95s2bGTduHI8++mj3Yy6XrYfeZ4yuoq078TttASYOzmNL3WDGebYTql2hoq2IiIj0Kx0dHXsUbIHun8Ph8CFt++ntvvCFL3Dqqafyhz/8gcsvv5yXX36ZtLR9/0J+48aNR3sI/d767da82kgw0N2VvLva9nIihhOPGad+0zYaje1HtT+/2012yAQvvL/jI1ak7L1P6V9Wr9aixQOVzv3ApvM/cCXrubetctk17+vRRx9lwoQJTJgwgU2bNvHUU0/tVbTdfd6XYRjcfPPNvP3227zyyivMmzePaDTKT3/6U+bPn09p6d5zq7Zs2cKIESPIz8/vq8PrNxwxq2jr9CRHp+20wZl8tGQ44zzbCVcvJXXEuQd/kYiIiEgf8Xq9exVdu372+XyHtO2ntxsyxJrpf9999zFnzhxee+015s2bt8/9jx49eo+mhmS0KlYBNJKXlcnUqVP3eC4Wi/G/W54EPJS6TabvNqbiSBX9q5l4MAMyYGM0wpQpU7pHWkj/EovFWL16NZMmTcLpdNodR/qQzv3ApvM/cCXquQ8EAof0i3bbirb7m/f1u9/9jng8jsPxyYyqA837mjdvHoFAgA0bNvDMM8/wxBNP7LWvLVu2MGbM0c2zSlSOmLX6sNObHEXbqcUZ/C08kgtS36Rj1xKy7Q4kIiIispvCwkIaGxuJRqPdd3bV1tbi8/nIyMjYa9u6uro9Hqurq6OgoACAN998k/Hjx1NYWAhYRd7S0lIaGxv3u3+n05lQH1qORKRzNLDP7djnse4KNQP5DPV6e+TvoiDdS23NYFxmjPq4k6pgK2VpugrtzwbCvweybzr3A5vO/8CVaOf+ULPathDZweZ9fXrbrovXLrm5uezatQuAjIwMnn76acaOHbvPfW3ZsoV169ZxzjnncMopp3DrrbfS1tbWswfUT7niVtHW7U23OUnPKMv2s9WwznPHriVajExERET6lXHjxuFyufa4bX/p0qVMmjRpj6YEgClTprB8+fLu6xnTNFm2bBlTpkwB4N577+Xvf/979/ZtbW1s27aNESNG9Ppx9GfBiDUHzufe9weeyqg1PmFIWlaP7K8gzcPa0AhGxRsAWKbFyERERKQP2NZp2xvzvvYlEolQXl5OSUkJd911Fy0tLdx999388Ic/5OGHH97v65JlEQd3PAAGuDyp+z2eRBvc7C+YTCjkwhtuJNy4BVfmMLsjJaxEO/fSc3TuBy6d+4ErGc99fzwWv9/Peeedx+23385dd91FTU0Njz/+OHfffTdgNSOkp6fj8/mYO3cu999/P3feeSdf+cpXePrpp+no6OCss84C4OKLL+aBBx5g7NixFBcX88tf/pKysjLmzJlj5yHaLhS1Wm29zn33n1TFTHDCsMyiHtlffpqXj6ODOS/2T9Y581lStYbzhk7ukfcWERER2R/bira9Me9rX9xuNwsXLsTr9eJ2uwG45557OP/886muru6+3ezTkmURB3c8AE6orWvd50INu0uUwc2F7hjr24YyxbOZjR8+Rzj/dLsjJbxEOffS83TuBy6d+4FL57733Xjjjdx+++1ccsklpKWlcf3113PmmWcCcOKJJ3L33Xczb9480tLS+P3vf89tt93GM888w5gxY3jkkUe6Z9JefPHFdHR0cPvtt9PQ0MAJJ5zAww8/vFfH7kAT7Crauvf+ezBjYSpNq9ljRG7P/GK/IM1LFBdlWKPaltV83CPvKyIiInIgthVte3Le18F8enXdrlvKDlS0TZZFHBb9JwjAiJFjmThx6j63SbTBzZ83qli1YCRTPJsp8teR/akFKOTQJdq5l56jcz9w6dwPXMl47g91EYe+5vf7uffee7n33nv3em7Dhg17/Dx58mTmz5+/z/dxOBxcffXVXH311b2SM1F1ddr6XHv/cxxtLafCYY0FG5Y7tEf2l59qFYEzzCwAlrc09cj7ioiIiByIbUXb3ed9zZw5EzjwvK9HH30U0zQxDKN73te111570P1s3ryZCy+8kBdeeIHS0lIA1q1bh8vl6l6Jd18SbYjx/viwZnqlpWYd9HgS5ZiPG5rL82Gr8B7ctSQhMvd3iXLupefp3A9cOvcDVzKd+2Q5Djk8wag1FsPr2rvTtq1xMzUOq2FjeHpuj+yvIM1r7TdcjMMTpSbmYGeghaKUjIO8UkREROTI2XZv1e7zvlatWsXrr7/O448/zje+8Q3A6roNBq0u0blz59LS0sKdd97J5s2bufPOO/eY93Ugw4cPZ8iQIdxyyy1s3LiRJUuWcMstt3DhhReSmZnZq8dot3jcJMWw/g5TUpPnWIdk+6l0jwcgVLMcM97/5tmJiIiISO8IRro6bff+KLO1bjMAKcTJ9fbMXXMFaVan7ZrgMEbEGwFYWlfRI+8tIiIisj+2DsS68cYbmTBhApdccgl33HHHXvO+FixYANA972vp0qXMmzePlStX7jHv60AcDgcPP/wwaWlpXHzxxXz729/muOOO46abburVY+sPAsEgXiMCQGoSdQIYhkHh4Im0xX04YgEiDevsjiQiIiIifSQU65xpu4+i7bYmq5ha5jYwDKNH9tfVabu4dTATYrUALNu5tkfeW0RERGR/bBuPAD0372t399xzz16PFRUV8eCDDx550ATVHmjp/j41JXk6bQFmDcljTe0IjvV+RKh6KZ68iXZHEhEREZE+EIpYd1nta6bt1pY6IIchfn+P7a8g3eq0re4wmOxz8vc4LKne1GPvLyIiIrIvA3vp2STXHmgGIGK6cLq9NqfpWbPLslndOdc2VL3E5jQiIiIi0le6FiLbV6ftjo42AIam9cw8W4AcvweXw+raHZ+eD8CK5oYee38RERGRfVHRNokFAq0AdJg+m5P0vGNKs1gdGQlAW+WHNqcRERERkb4S7Cza+tx7fpQxTZPtYasLd1hWcY/tz+EwKMqwGiBKMqzrz8qoSW2wrcf2ISIiIvJpKtomsY4Oq9M2SM/dHtZfpPtcdGRMASDWsAYzGrI5kYiIiIj0hf112sZDzVR0XvcOyxnWo/ssybTet9kzjmExazGy5fWVPboPERERkd2paJvEQkGr0zZkJF/RFmBY2TjqYxk4zAih2hV2xxERERGRPhCM7numbaytnAqHtfjusKyiHt1nSaZ159qW+LDuxciW7tpwoJeIiIiIHBUVbZNYV9E2nKRF29lDslkWHgNAqOp9m9OIiIiISF/o6rT1farTtqlxGw2OFACGpmX36D6LO4u229tcTPJa+1+yU0VbERER6T0q2iaxcLAFgEjnxWuyObYsm2WhsQB0qGgrIiIiMiAE9zMeYWvjDgAyiJLl6dmmha7xCJXNQaZnFQCwoqm2R/chIiIisjsVbZNYNGQtjhBL0qLtuMJ01poTAGiveA/TNG1OJCIiIiK9LRjZ93iErU1VABQb8R7fZ0mW1Wlb2dzB9KJxAGyLxGkMBXp8XyIiIiKgom1Si4U7i7bOVJuT9A6nwyBl0AxCphtHqI5o02a7I4mIiIhIL9vfQmRbW60Fwga7XD2+z8Gd4xEqmoMUFs2gNG4t+LuioarH9yUiIiICKtomtVjEKtqaruQs2gIcO3wQq8IjAQhqRIKIiIhI0usaj+Bz7/lRZkewHYBid8+v57D7eAR3/hTGdy5GtmTXph7fl4iIiAioaJvU4p2dtoY7eYu2J4/IZWnIWoxMRVsRERGR5Le/TtvtYWtsQpE3s8f3WZzh6953UzyNyc4wAEt3ru/xfYmIiIiAirbJLWJ1GxjuNJuD9J5jh2SzMjoegNby92xOIyIiIiK9LRjde6ataZpUxKyxCEW+vB7fp8floCDNA0BFU5BpWbkArGiq7vF9iYiIiICKtknNiFpFW5cneYu2frcTR8EsAIyWjcQ66mxOJCIiIiK9xTTN7k5b326dtvFgAxWGdc1bmFrUK/vefUTCtEGjAdgcitAaCfbK/kRERGRgU9E2iTlinUVbb7rNSXrXjJHD2RQpASBY9YHNaURERESkt0TjJnHT+n738QjNTVtpdlgjDAZ5s3pl358sRtZBSfEMBsVbMTFYUa/FyERERKTnqWibxJzxAAAeX3IXbU8Zkcuy0FgAglUakSAiIiKSrIKRePf3Pvcn4xHK67cCkEqUVIe7V/b9SdE2iKdgGhNjNQAsrd3aK/sTERGRgU1F2yTmjludtl5v8o5HADhuSDbLo+MAaN7xrs1pRERERKS3hGKx7u+9zk8+ypQ3VQBQ5IhjGEav7Lsk65PxCK7UIiY5OgBYWrW2V/YnIiIiA5uKtknMa3YWbVOy7A3Sy1I8LiK51lxbs2458WiHzYlEREREpDd0ddq6nQYOxyfF2fJWq+u12OPqtX0PzrA6bSubrWvNKRnZACxv2Nlr+xQREZGBS0XbJOY3rfEIKanZNifpfeNGTGJnNAeHGSGkubYiIiIiSalrEbLd59kCVLQ3AzDY5++1fZdkdRVtrYXHZgwaAcCGYIhANNxr+xUREZGBSUXbJGWaJimGVbRNS0v+ou3JI/JYGJoEQEf5mzanEREREZHeEOws2vpczj0erwxa170lqVm9tu+STKsgXNFZtB1SPIP8eDtxDFap21ZERER6mIq2SaojEiPNsG7dSuvFi9f+4vihOSwMW0Xb5q3/tjmNiIiIiPSGUNSaafvpTtuqiPV4SXphr+27ayGylmCU1mAUT/40JnQuRrasdnuv7VdEREQGJhVtk1RrWwtOw+pESEvLsTlN70vzugjlnQCAWbeMeKjZ5kQiIiIi0tM+6bT95GOMaZrsjFmdt6VZJb227zSvi0yfNTO3sqUDV8YQJhqtACzZ+VGv7VdEREQGJhVtk1RrWyMAMdOB05Nqc5q+MXPsJLZFBmEQJ1j5rt1xRERERKSHdS1Etvt4hHhHHTsN63q3LGdor+6/e0RCUxDDMJiSngnAsvrKXt2viIiIDDwq2iaptnaraBvAj2EYB9k6OcwdU8AHnXNt23e8YXMaEREREelp+xqP0Nq8jUaHVUwtSc/v1f13LUZW3mSNIZtZYC1Gti7QQSgW7dV9i4iIyMCiom2S6gg0WV8ZGF22ADNKMlnNNAAaPtZcWxEREZFk0z0ewf3Jx5gd9VsB8BMj2+Pv1f0PyU4BYFujVbQdXnIM2fEOohisadzVq/sWERGRgUVF2yTV0d4EQNAYOEVbh8MgY+ipAHha1hIL1NqcSERERER6UqizaOt1fvIxpqKpAoAiZ7zX7zAbnmsVbT+ubwfAN+gYxsesa86ltVt7dd8iIiIysKhom6TCQWshrrBj4BRtAeaMH8O68BAAOiresjeMiIiIiPSoTzptP5lpW95SDcBgt6vX9z88p6toGwDAmV7KREcbAEsrV/f6/kVERGTgUNE2SYU7rKJtxJFmc5K+debofBaGrbm2DVs0IkFEREQkmexrpm1FwLruLfb17mgE2K3TtsEq2hqGwdSMHACW1Vf0+v5FRERk4FDRNklFQy0AxJwDq2ibn+alNm02AG3bX7c5jYiIiIj0pO5O292KtpVBa75sSWpWr+9/eK51F1t1a4j2kLXw2MxBowD4KBAiEo/1egYREREZGFS0TVLxsFW0jbsGVtEWoGjU6YRNF/7gDiKNm+yOIyIiIiI9JNRdtP1kPEJlxCqUlmUU9vr+s/xusv1uALZ2dtuOKZlFuhkihMG6pupezyAiIiIDg4q2ScoMt1rfeNLtDWKD0ycMY3FoHABtHy+wOY2IiIiI9JRgxCraejo7bU3TZGfMKuCWZpX0SYYRnSMStnTOtfUVfbIY2ZJdG/skg4iIiCQ/FW2TlBG1Om0dngybk/S92WXZfBibBcDOdS/anEZEREREekqwc6atz219jIkH69llWCMLynKG9kmGrhEJHze0A+D05zHFGQRgYcWqPskgIiIiyU9F2yTliFir2A7Eoq3TYeAdOhcAd90HxMNtNicSERERkZ7QNR7B67Q+xrQ376DeYXW+lmYU9EmGYV2LkXV22gIck2ktRra4vqpPMoiIiEjyU9E2SbliVqHS7Rt4RVuAk6fOZnu0EBcRAjvesDuOiIiIiPSA7oXI3NZIhIqG7QB4iZPrTemTDMNzrP1s3a1oe2yxNZrro2CEQDTcJzlEREQkualom6Tc8a6ibabNSexx+uh83gvPBGDHmn/YnEZEREREekJ3p23nTNsdzRUAFDmiGIbRJxmGd8+0be9+bFjpsRTG24hhsLSuok9yiIiISHJT0TZJeUzrItLnz7I3iE18biehQZ8BIFbxGqZp2pxIRERERI5WqGumbWfRtrylBoBid999rBnROdN2a0MH8bh1jektmMbUWDUA71eu6bMsIiIikrxUtE1Svs6irT9lYHbaAkya8jk64h7SotWE63TxLCIiIpLoPt1pW9neDMBgr7/PMpRk+nA5DMKxOFUt1gJkDk8a071WAXdR5Ud9lkVERESSl4q2ScqPNWPLn5ptcxL7zJ1QxqLwJAC2rdaIBBEREZFEF4x0zrR1WTNtK4PWNe/glL5bx8HldDAk2yoS774Y2ay8UgAWN9f3WRYRERFJXiraJqF4PE6q0QFAetrALdqm+1zUZp0CQNMmFW1FREREEl2wazxC5ziEqnAEgNL03D7Nsa+5trPKZuAw41RFP+kAFhERETlSKtomoUBHAI8RBSBtABdtAUomng9AQcdKom2VNqcRERERkaPRPR7B2Vm0jVlfSzKL+zTHsBxrru3HDZ902uaWnsSYuNVlu7B6c5/mERERkeSjom0Sam1r7P4+LXXgzrQFmDt9MkvDYwHYvOyvNqcRERERkaMR7Cza+txOzGiInfgAGJoztE9zjOjstN19PIIrczhTsTps39++pE/ziIiISPJR0TYJtbZbRdu2uB+Hw2lzGnvlpHgozzgDgPp1f7M5jYiIiIgcjd0XIgu0llNnWMXT0uwhfZpjZJ7Vabuxtq37McMwOCYzC4APa7f3aR4RERFJPiraJqH2tiYAAqTYG6SfGDH9KwAMCiwl0rbL5jQiIiIicqS6Z9q6HFQ2bMM0DDxmjHx/ap/mGFeYBsD6mjbicbP78WOLxwGwvD1INB7r00wiIiKSXFS0TULBQJP11ejbi9f+6sxp01kdGYXDMFm56P/sjiMiIiIiR2j3TtsdjTsAGOSI4jD69mPNiNxUXA6D9nCM8qaO7scnDZ1DmhmiAwerGnb2aSYRERFJLiraJqFgRxMAIRVtAWvmWW3uXABaNjxncxoREREROVLdM21dTsqbqwEocvV9DrfTweh861p7Xc0nIxL8hdOZFqsB4N3ti/s+mIiIiCQNFW2TUDjYAkDEoaJtl7EzLwKgNLSU9pZqm9OIiIiIyJEIRjrHI7gdlLc3ADDY67Uly7iCdADW1bR2P2a4vMz2Wx+x3q5YY0suERERSQ4q2iahSNBatTbqTLM5Sf9x3MQZbIyNwGXE+fC9p+yOIyIiIiJHoHs8gtNBZYfV4Vrit+ead2znXNu11W17PH5SQRkA7zU1YZrmXq8TERERORQq2iahWMjqtI270m1O0n84HAZNhZ8HILL5rzanEREREZHDZZrmJ+MR3E6qQmEAStJybMkzrqBzMbLq1j0eP27YcbjNGDVxgy2t9XZEExERkSSgom0Sioetoq3pUqft7qaecCVx02BUbDnl5evtjiMiIiIihyES+6Rr1etyUGVNSqA0Y5AtecYXdo1HaNujozZr8PFMie0C4D/lq23JJiIiIolPRdtkFOn8bb8nw94c/cyYYWNZ75gGwOK3f29zGhERERE5HMForPt7r9NgV9wNQGl2qS15xhSkYRjQEIhQ2xbuftyZUsBsdwiA/2gxMhERETlCKtomIaOzaOvwaDzCp7lHfxWA/Or5RGNxm9OIiIhIMgqFQtx0003MnDmTE088kccff3y/265du5YLL7yQKVOmcP7557NmzSeLV5mmySOPPMJpp53G9OnTueSSS9i8eXNfHEK/FIzsdu0WaqDGSAGgLHekLXn8bidDs60Maz81IuHEfGuu7bv1WgBXREREjoyKtknIGbUWQ3B51Wn7aSfOuYSA6aPEUcV/Fv3T7jgiIiKShO677z7WrFnDk08+yW233caDDz7IK6+8std2gUCAq6++mpkzZ/L8888zbdo0rrnmGgKBAABPP/00jz/+OLfccgvPPfccJSUlXHXVVXR0dPT1IfULgYjVaet3O6hq3ELccOAy4xSl59qWaXznYmTraj61GNnw43GYcbZHDSrbm+2IJiIiIglORdsk5Ip3Fm19mTYn6X9SUjPZnn4GALuW/9HmNCIiIpJsAoEAzz77LDfffDMTJkzgjDPO4Morr+Spp57aa9sFCxbg9Xq54YYbGDFiBDfffDOpqandBd758+dz+eWXc+qppzJs2DBuv/12mpqaWLZsWV8fVr8QCFtF2xS3kx2NOwAYZIRwGPZ9pBlb8Mlc290VDD2N8bFaAP6zY3mf5xIREZHEZ2vRtqduHdvdww8/zI9//OM9HjNNk1/84hcce+yxzJo1i/vuu494PHlvjffE2wHwqmi7TyNnXQHAxNDr7KhrsDmNiIiIJJP169cTjUaZNm1a92MzZsxg5cqVe11/rly5khkzZmAYBgCGYTB9+nRWrFgBwA033MC5557bvb1hGJimSWvrnrfiDxRdnbYpHicVzTsBKHKaB3pJrxvX1Wn7qfEITn8esz3WnNu3tn7Y57lEREQk8dlatO2pW8e6vPTSSzzwwAN7vf6Pf/wjL730Eg8++CC/+c1vePHFF/njH5O3y9JrWkVbX4qKtvsyatJc6igkwxHgjTeetDuOiIiIJJHa2lqys7PxeDzdj+Xl5REKhWhqatpr24KCgj0ey83NZdeuXQDMnDmTQYMGdT/37LPPEo1GmTFjRu8dQD+2e6dteWsdAMUet52RGFfQVbRt2+u5E/OtBdLea9jVp5lEREQkObjs2nHXrWOPPvooEyZMYMKECWzatImnnnqKuXPn7rHt7reOGYbBzTffzNtvv80rr7zCvHnziEaj/PSnP2X+/PmUlu69euyf/vQnvvOd7zBz5kwAfvCDH/DrX/+aK664ok+Ota/5zHYwICUly+4o/ZJhOAgOvQi2/YrMHU8Sin4Hr8tpdywRERFJAh0dHXsUbIHun8Ph8CFt++ntwOrKvffee7niiivIz8/f7/5jsRixWOxI4/drbaEI0NlpG2gF3BT7UvY43q7v++rvYEyetRBZVUuQ2tYOclI+OZ8nDZ0N1YtYH3FQ095Cri+1TzINZH19/qX/0Lkf2HT+B65EPfeHmte2ou3+bh373e9+Rzwex+H4pAn4QLeOzZs3j0AgwIYNG3jmmWd44okn9thPdXU1O3fu5JhjjtljP5WVldTU1OzV3ZAMUg2rAzklNcfmJP3XMad9l/LHHmCqay0vvPM6F576WbsjiYiISBLwer17FV27fvb5fIe07ae3W758OVdddRVz5szhu9/97gH3v3HjxiON3u99VG4twGaGg2xrbwVySA/TPU5id6tXr+6zXMWpTqraYzz/znJmFnq7Hzei+YyO1bPRmcsT7z7PZ/Im9Vmmga4vz7/0Lzr3A5vO/8CVrOfetqLtwW4dy8nJ2WPbkSNH7vH63NxcNm3aBEBGRgZPP/30fvcD7FGczcvLA2DXrl1JV7SNRUL4DOviPz092+Y0/ZcvYzBVWZ+lrHkBjSt+i3nKmd2/FBARERE5UoWFhTQ2NhKNRnG5rEvt2tpafD4fGRkZe21bV1e3x2N1dXV7XJ8uWrSIa6+9lhNOOIH7779/j8aGfRk9ejQpKSk9dDT9y5p4JdBIflYGtVh3SU0sG83UqVO7t4nFYqxevZpJkybhdPbNnVSzVi3l7x9V0+rPZ+rU4Xs8N2fD79kYg3WRKr4/9et9kmcgs+P8S/+gcz+w6fwPXIl67gOBwCH9ot22om1v3Tr2acFgcI/3PtB+dpeot5Y1t9Z3f5+aknFIx5Co7eRHa8xJ36XjpQWcaP6btz7ayJxxIw/+oiQzUM+96NwPZDr3A1cynvv+eCzjxo3D5XKxYsWK7tFcS5cuZdKkSXsVXKdMmcKjjz6KaZrdi4wtW7aMa6+9FrC6Zr/5zW9y0kkn8ctf/rK7CHwgTqczoT60HI5g1FrILdXr4qO4Cwwoyy7d5/H25d/DtJIs/v5RNat2tu61z9MLSvnDzjj/bqjD4XCoSaCPJPO/B3JgOvcDm87/wJVo5/5Qs9pWtO2NW8f2ZfcCrdfr3WM/fr9/v69L1FvLmhrLGQ4E4l42rF17WBeGydpOvl9mOh3GcAY7Pmbhv35FRuhKuxPZZsCde+mmcz9w6dwPXDr3vcvv93Peeedx++23c9ddd1FTU8Pjjz/O3XffDVhdt+np6fh8PubOncv999/PnXfeyVe+8hWefvppOjo6OOusswC49dZbKSoq4sYbb6SxsbF7H12vH2gCEatIn+qMUhO3ruOH5A4/0Ev6xLTB1uK/yytb9nru1JEn4656ncqYk43NtYzJSq67/ERERKT32Fa07elbxw60n673Likp6f4eOOAiDol6a9mGDUFYAwFSmL7bvOADSdR28p6wOXQ9LP5/HB97idTiuxhVkHHwFyWRgXzuBzqd+4FL537gSsZzf6i3lvW1G2+8kdtvv51LLrmEtLQ0rr/+es4880wATjzxRO6++27mzZtHWloav//977ntttt45plnGDNmDI888ggpKSnU1tayfPlyAE455ZQ93r/r9QNNINxVtK0mFnXgNOMUZw+xORVMLbauH9fXttERieF3f/LvV86QU5gZ+zMfuAbzyua3GTPzArtiioiISIKxrWjbk7eOHUhhYSHFxcUsXbq0u2i7dOlSiouLD1j0TbTW6i6hYAt+rKLt4eZP1GM+GqNmXcbaxbdS5qpm/ut/4r++fuDFPZLVQDz3YtG5H7h07geuZDr3/fU4/H4/9957L/fee+9ez23YsGGPnydPnsz8+fP32i4/P3+vbQe6rk5bJzUAFBLE1Q/+GRic6SMv1UNde5g1O1s5piyr+zmHO5VT0tx8EIR/bV/Bd1W0FRERkUN04JUMetHut46tWrWK119/nccff5xvfOMbgNUN2zWPdu7cubS0tHDnnXeyefNm7rzzzj1uHTuYiy66iF/84hcsWrSIRYsWcf/993fvJ9l0BJoACBmp9gZJEA53CtFRlwMwYufvqWzqsDmRiIiIiOxLV6dt3LTWcChyxu2M080wDKYNtrptl1c17/X8mWVTAHi7pZ1IvP/NYRYREZH+ybaiLVi3jk2YMIFLLrmEO+64Y69bxxYsWADQfevY0qVLmTdvHitXruy+dexQXHHFFXzuc5/juuuu47vf/S5f+MIXuPTSS3vrsGwV6rAuFMMOFW0P1cRTfkgIL5M9m3n21f+zO46IiIiI7EN7Z9E2aFqzY4vdtn6U2cPUYmuu7YrKvYu2s8efS3a8g3acfFC5tq+jiYiISIKybTwC9MytY592zz337PWY0+nkxhtv5MYbbzzysAki2Fm0jTrTbE6SOFypBbSXfQ3vjsco2v5b6tu/Tm6qx+5YIiIiIrKbjs7xCO3xdsBDsa//rD/RtRjZiqq9FyPzZo/iBEcjL+HnnxveYE7ppL6OJyIiIgmo//x6WnpEJGgVbU1Xus1JEsvk028kYrqY5VnN068d/JcDIiIiItK3usYjNMXDAJSk9J8FZLuKtquqWojFzb2ePz2vCIDXq7f1ZSwRERFJYCraJpmuoi1uFW0PhzujjObi8wFI2/QbWoNRmxOJiIiIyO66FiKri1uzbEvS8uyMs4eReamkuJ0EIjE21rbt9fxnR58MwPKQg5qO1r6OJyIiIglIRdskEw9bF4EOj4q2h2vSGbcQMx3M8SzmqX+9YHccEREREdlNV6dtbeeEt7KswXbG2YPTYTC1czGypRV7z7UdOeJMxsfqMA2Df6x7ra/jiYiISAJS0TbJOCJNADh92fYGSUC+nNE0DDoPgMx1d9PUEbE3kIiIiIh0szpt49TgBaAsZ6iteT7tmNIsABbtaNzrOYfLx9w066PXPz5e2pexREREJEGpaJtk3BHrN/tuf47NSRLT1LPuJmK6ONazkr8seMruOCIiIiLSKRCOke5qImo4cZhxBueNsDvSHo4bYl1/L9y+d9EW4AtDpwLwZmsHgWi4r2KJiIhIglLRNsl44lbR1puaa3OSxOTJGkZT6dcBKP34XmrbgjYnEhERERGA9nCMbG8dAPkE8XrSbE60p2OHZAGwsqqFQHjv9RFmT7yA4ngLQZy8uuWDPk4nIiIiiUZF2yTjj1szbVP70cIMiWb6Wf9Nh+lngnsLz730e7vjiIiIiAjWeIQ0bxMARUb/G2NVmuWnKMNLNG7uc66tO62Yz3qthoD569/o63giIiKSYFS0TTKptACQlp5vc5LE5UotpG3ktQCMqfglFQ17X3SLiIiISN8KhGN4PG0AFLsNm9PszTAMjhtirSuxvxEJ55ZNAuCVhiZi8XifZRMREZHEo6JtEonF4mQY1oVsZqaKtkdjxpk300Q2Q107WTD/Z3bHERERERnQTNMkEInhcFudqoO9XpsT7dvsMqtou6/FyADOmPIlMswg9bh5b4cWJBMREZH9U9E2ibS2NeE2YgBkZxXYnCaxOb0ZOKbfBsCxzY+y6uNNNicSERERGbiCUasrNeayZsUO9qfbGWe/jhtqFW0/2N6IaZp7Pe/PHMJprnYA5n/0Sp9mExERkcSiom0SaWyqASBoevD7+9fCDIlo8knXUuEaR7ojwMqXf7jPC28RERER6X2BsNWY0OGyfi5J65+L7k4fnInLYbCzJUR5U8c+tzmnZDQA/6it0fWliIiI7JeKtkmkpaUWgDZTBdueYBgOSk7/NQDHR//JW4v+ZXMiERERkYEpELGKtq1Oq2pbmjnIzjj7leJxMaU4A7C6bfflvKkX4jcjbDe9fFixsi/jiYiISAJR0TaJtLVZRdt2o3/eLpaIho09hQ1pn8dhmITe/z7hSP9bqVhEREQk2bWHo4BJvcMHwJDsMnsDHcCxQz4ZkbAvWTkjOdNpLXT7v6te6rNcIiIiklhUtE0iHW0NAAQdmTYnSS7HfOFXtJl+xjg2sOCFe+yOIyIiIjLgBMIxXM4AEcOJYZqU5I60O9J+HT80B4B3P27Y7zZfKbNGJDxXU0MsHu+TXCIiIpJYVLRNIuFAvfXVqaJtT8rNH0Ll8BsAGL79fqp2bbU5kYiIiMjAEojEyPbWAZBnBvClFdqcaP9OHm7N211e1UxTx77v0jp7xiVkxYPU4OH1TW/1YToRERFJFCraJpFIh/Xb/KhLRduedsbnf8QmrEXJls2/1u44IiIiIgNKIBwj3dsEQJERxjD678eY4kwfo/NTMU14d+u+u21TMgZztj8EwFNrXu3LeCIiIpIg+u/Vjhy2eMiam2V6sm1OknycLhf5p/+WqOlgQuhNPnzvL3ZHEhERERkwApEYPk8rAEUu0+Y0Bzens9v2rS11+93m4tHHA/BCcwfBSKhPcomIiEjiUNE2iRidRVvDq6Jtb5g28QSWpH8NAPPDH9ARaLY5kYiIiMjAEAjHcLkDABR7PDanObhTRlhF2/9sqd/vNp+Z8hWKzHZaDQ8vrPxbX0UTERGRBKGibRJxRpoAcPlVtO0tZ37pF1TFCigwavn33/7L7jgiIiIiA0IgEiPmsubDlvhSbU5zcCd3Fm2XVzbTvJ+5tk63ny9m+gD408YP+iybiIiIJAYVbZOIO2Z1fnpScm1OkrxyM7Jom3YfAGPrn2LNmrdtTiQiIiKS/NrDMcKdYxFK03JsTnNwgzP9jMpLJX6AubYAl005G4B/BT1UNVX2VTwRERFJACraJhFfZ9HWl6qibW8689SLWO4+HacRp/r1bxKJhO2OJCIiIpLUAuEYbU7ro0tpZpHNaQ7NnBFdc233PyJh2ojTmE4TUcPBo4v+1FfRREREJAGoaJtE/Ka1OENqep7NSZKbYRjMnvcwLfFUhrOJl5+/w+5IIiIiIkmtPRylwekFoDRniM1pDs0nc233vxiZYRhcXjoCgCeqyonFY32STURERPo/FW2TSLphFW3TM/JtTpL8BhcNoXLkTQCMqfo1qzcstzmRiIiISPJqDLYSNlwAlOWNsjnNoekq2i6rbKYhsP87s7523FWkmWF2kMKrq57rq3giIiLSz6lomySi4Q78RgiArMwCm9MMDHPP/j4bnDPwGWG2LbiSjvC+F5kQERERkaPTHtwBQG48QEr6YJvTHJrBmX7GF6YRN+Hfm/bfbZuemseFGU4AHvnozb6KJyIiIv2cirZJoqmlFoCo6SA7QzNt+4LD4WDK+U8QMH1MNFbz12d+ZnckERERkaTUEdoJQAEhDIfT5jSH7ozR1h1wr22sPeB218w4H4BXQj6qatf3ei4RERHp/1S0TRLNTTUAtJqpeN2JcyGb6IqKx9A01hqTMLPmf/jPymU2JxIRERFJPqGo1amaZ5g2Jzk8nx1j3QH32oYaTHP/2Y8ZdiJTnAEihpNHPni8r+KJiIhIP6aibZJobbUuZNtItznJwHP83Bso90wl1RFk52vXUtXcYXckERERkaTSFm8BoMDpsjnJ4ZkzPAevy0F5U5ANtW0H3PaaEdMA+ENdK6FQa1/EExERkX5MRdskEWizirYBI8PmJAOPYTiYesGThEwPs90rePhPPyMai9sdS0RERCRptGGt3VDoTrE5yeFJ8bg4aVgOAK9uOPCIhEtmfYM8M8hOI5Wn3vttX8QTERGRfkxF2yTR0VYPQMiRaXOSgSmjYByu6daYhAsiD3H3S2/bnEhEREQkeTQZ1i/EB/lzbE5y+M7sHJHwr4MUbX1uL1cXFwPwwLaNxKOhXs8mIiIi/ZeKtkkiHLCKthGXirZ2GXHSDbSnTyHDEaBo7Y289NEuuyOJiIiIJIUGhzUWoSi9yOYkh+/MzsXI3tpSTygaO+C21514DV4zxiojm38tfrQv4omIiEg/paJtkogFG6yv7ix7gwxghsPF6C/8kRguPuNfyv89/2u2NQTsjiUiIiKS0EKxKA2GF4CS7OE2pzl8k4rSKcrwEojEeOfjhgNuW5iWy5dzrTUqfrV+IWY82hcRRUREpB9S0TZJmKFG6xtPtr1BBjhP3kSyZltjEr6f8ghX/en1g3ZUiIiIiMj+bW/ehWkY+MwIhdkj7I5z2AzDYO5Ya0TCS+uqD7r994+/FIB/mYWsWvnn3owmIiIi/ZiKtknCEWmyvvpVtLVb7qwfQfZEcpytfCHwS37w4lq7I4mIiIgkrK11mwAoireRmp5nc5ojc874QgBe/Kga0zQPuO3E/OGcnubGNAzuXfkqpqkFbkVERAYiFW2ThKuzaOvyqWhrN8PppvisxzANJ59PeZ9NS5/mf5eW2x1LREREJCF93LADgNxYiBSPy+Y0R+aMUfl4XQ62NgRYW9120O1vPe5iAJ6LD2Ltyid7O56IiIj0QyraJglPrBkAb0quzUkEwFswjayZPwDgp9mP8KO/vcPiHU32hhIRERFJQFubrMVd06JxUj1Om9McmVSvi8+MtLqEX1x78MVqTyiZyCmpbqKGk7uXvYwZDfV2RBEREelnVLRNEr54KwD+tMS8ZSwZZc/+Ce6c8eQ5m7k94yHmPfkhu1qCdscSERERSSjb25oA8ESdpCRo0Rbg7M4RCS+tPfhcW4DbT/gGAH+jlI+WPtxruURERKR/UtE2SaRiFW3T0/NtTiJdDJeX/LOeBIebM/yLOS6ygAv+tEQLk4mIiIgchh3BDgCMiA+3M3E/vnQVbT/Y3khN68E7Z08aPI6T01OIGE7uXf0m8VBLb0cUERGRfiRxr3qkmxmPkW5Ys7EyMlW07U+8+VPIPv4OAG7N/iPl5eu4bv6agy5AISIiIiKWymjnQlyxDHuDHKWSLD/TB2dimrBgfc0hveb2E74OwLOO4axZ9IvejCciIiL9jIq2SSAcaOj+PktF234nc/r/wzf4JFKNDu7P+Q1PLNrKw+9vtzuWiIiISL8XjcfYFbcWH4vGEn8M2DkTrG7bv6/ZeUjbzykaxSmZmUQMJ3dsWEmkRdeQIiIiA4WKtkmgucX6TX1rPIXsVL/NaeTTDIeTvM8+juFJZ4Z3A9ekz+d7/1jDW5vr7I4mIiIi0q9VtDcTMxy4zRghR5HdcY7a+ZOsY3h1Qy0twcghvea+OZcC8HfXKN769029FU1ERET6GRVtk0Bzcy0ArWZaQs/5SmbujCHknvIrAL6X+QxjnZu58E9L2FLXbm8wERERkX5sW2M5AEXxVtpdg2xOc/QmDEpnbEEaoWicFw9xQbIZeaV8ZfBwAO6oi9K+7bXejCgiIiL9hCp8SaCpyeq0bTfSbU4iB5I27mukjJqHkxi/LXyQ9o42znn8Q5o6Dq3LQkRERGSg2Va/FYDCeAC3J9XmNEfPMAzOn2x12/5tZdUhv+6u47+CB5MPXKU8/9ZdmLFwb0UUERGRfkJF2yTQ0loPQNiZaXMSORDDMMg77SGcqUUMZgd35f+Z9TVtfOlPS4jE4nbHExEREel3tjZVApAZjZLidtqcpmdcOLkYgFcOY0TCkLQcrht3PAB3RodRv/R/ei2fiIiI9A8q2iaBjlZrPELUlWVvEDkopz+X/DMfAwy+4FnAhenv8vqmOq6fvwbTNO2OJyIiItKvbO9sTvBFDfxJUrSdVJTO6PxUQtE4Lx3iiASAm6adRbbLySZnLg8s+weRxo29mFJERETspqJtEoi07wIg5s23OYkcCv+Q08mabS0icVf27xjt3sEjC7fzm3e32pxMREREpH/ZHmixvol4yfS77Q3TQwzD4ILObttnD2NEQrY3hbtnfRGA//HMZNVr12OaultLREQkWalomwSMoPUbeiOl0OYkcqiyZv8EX9npOOIdPFP2G9KMAN9/4SNePoxuCxEREZFkVx6yxgeEQulk+lw2p+k5X5piFW3/ub6WhsChz6e9YvQsZmUX0m54uKPJS+uqR3orooiIiNhMRdsk4A5Z4xE8aUU2J5FDZTicFMx9EmdaCemhrTw74hEwY1z01FJWVjXbHU9ERETEdnEzTmXcGonQEs5Nmk5bsEYkTC7KIByL89cVh95t6zAc/Pakr+IAXvaM5sX3HyTSsr33goqIiIhtVLRNAv6YVbRNySy2OYkcDmdKPgWffxrD6WV08B0eGPIcbaEYn/vDIrY1BOyOJyIiImKrXYFWwjhwmnGqg4PI8iVP0dYwDL4xswSAPy0pP6zXTssdzLfGnQDALe5jKX/1ao1JEBERSUIq2iaBzLi1QENmdonNSeRw+YpmkXfGowDMjf2V7xW9y86WEGc9upC69pDN6URERETss7VhGwCFZhuV0UKy/MkzHgHg4uklOB0Gi3Y0saGm7bBe+9/T5zLYl8p2ZxY/q4/RvPR/eimliIiI2EVF2wQXj0XJNKwFGnJzVbRNRGljv0LW7J8AcL3rAb6Yu5YNte2c89iHtIeiNqcTERERscemmo0AFMU7COMhM4k6bQEK073MHWMtJPzkYXbbZnr8PHLSRdZrvVP556LfEapZ3uMZRURExD4q2ia4xsYqnEacmOmgMG+w3XHkCGUdewupY74MZpSfp93FKembWLSjifOeWExHJGZ3PBERETkMoVCIm266iZkzZ3LiiSfy+OOP73fbtWvXcuGFFzJlyhTOP/981qxZs8/tHn74YX784x/3VuR+aWODVcjMjVnXQllJNNO2yyUzSwH489IKYnHzsF47t2QsV46eDcCPfaewdcFlxCMasSUiIpIsVLRNcLW11sVso5mJ3+uxOY0cKcMwyD/zMfxDPosR6+DRvLuYkbKdf2+q48InlxCOak6ZiIhIorjvvvtYs2YNTz75JLfddhsPPvggr7zyyl7bBQIBrr76ambOnMnzzz/PtGnTuOaaawgE9iy8vfTSSzzwwAN9Fb/f2NJqjQBLiVqLkSVj0facCYVk+91UNAd5dUPNYb/+F7POYUhKBhWOTG4PFVH/1vd6PqSIiIjYwtaibU92Ibz00kucfvrpTJkyhW9/+9s0NDTs8doxY8bs8WfevHm9dlx9qamhwvpKjs1J5GgZTg8FZ/8Vb/EJOCIt/GXQnUzx72DB+hq++tRSIjEVbkVERPq7QCDAs88+y80338yECRM444wzuPLKK3nqqaf22nbBggV4vV5uuOEGRowYwc0330xqamp3gTcajXLbbbdx0003UVpa2teHYrvNncVrM+QHSLqZtgBel5NLj7HO7YPvbj3s16e7fTw256sYwLOeCTy18QNaP3qyh1OKiIiIHWwt2vZUF8KqVau4+eabue666/jrX/9KS0sLN954Y/frN2/ezLhx43j33Xe7/zz22GN9dpy9qb25CoCAM8/mJNITHO4UBn3h73gKpuEM1/PsoNuZ4dvM86t3ccGTSwhqVIKIiEi/tn79eqLRKNOmTet+bMaMGaxcuZJ4fM9fwK5cuZIZM2ZgGAZg3Xkzffp0VqxYAVjXwBs2bOCZZ57Z4/0GAtM02RqxxgW0BDIAkm6mbZdvnzAUw4BXNtQe9oJkAKcWjeQnU88A4Bb/qSx+8yeEalf2dEwRERHpY7YVbXuyC+HPf/4zZ511Fueddx5jx47lvvvu4z//+Q/l5dbogC1btjBixAjy8/O7/2RnZ/fp8faWUOtO66sn3+Yk0lMc3kwGzXsVb9GxOCPN/KXwvznRv5YX11Zz7uNanExERKQ/q62tJTs7G4/nk7FVeXl5hEIhmpqa9tq2oKBgj8dyc3PZtWsXABkZGTz99NOMHTu213P3N/WhAM1YnbX1wUIgOccjAAzPTeXscdYxPvje4XfbAtwy5QxOHjScgOHhOt9n2P7SxcSCTT2YUkRERPqabfcY7a8L4Xe/+x3xeByH45N68oG6EObNm8fKlSu56qqrurcvKiqiuLiYlStXUlpaypYtWxgzZkzfHVwfigesoq3pKzjIlpJInL4sBn1xAdUvnk+w/E2eyP8ZP2q8juc2Hc9nH13IPy6bRW6qZhiLiIj0Nx0dHXsUbIHun8Ph8CFt++ntDkcsFiMWS/w7czY0VAIwKN5KRWQKHqcDt2Ee9Ni6nk+0v4NvHz+EF9dW8+Ticv77zFFkHEFX8Z9OvIhZL/6KDSH4UXgoD738NQrOfR7D4eyFxP1Top5/OXo69wObzv/Alajn/lDz2la0PVgXQk5Ozh7bjhw5co/X5+bmsmnTJgBqamoO2KWwZcsW4vE455xzDq2trcyZM4cbbriBtLS0/eZLlAteI2gtWOBIKTzivIn6D3nSc/rJP/t56l79Bh0fv8h9mfcz3F3Fz7edz4kPvssLlx3D8NyUo9qFzv3ApXM/cOncD1zJeO7747F4vd69iq5dP/t8vkPa9tPbHY6NGzce8Wv7kzerlwIwJN7Cwngm2V6rkeNQrV69urei9Yoc02RYhoutLVF++vdFXDx2/59TDuS2wbO5/uM3eMEzlpE173PZ36+mY/j1PZy2/0u08y89R+d+YNP5H7iS9dzbVrTtyS6EYDC43+cjkQjl5eWUlJRw11130dLSwt13380Pf/hDHn744f3mS5QLXldwFxjQGvR0zz87Usn6D3nCK/4R/lA6/sr/49qUvzDCWcH3667huF+/zS9PzmFC7tF33OrcD1w69wOXzv3ApXPfuwoLC2lsbCQajeJyWZfatbW1+Hw+MjIy9tq2rq5uj8fq6ur2akY4HKNHjyYl5eh+qdsf/O2thQCUOeMsxCAv3cfUqVMP+rpYLMbq1auZNGkSTmdidZj+KFLOtc+t5i+bgtwx7zhSPIeffyoQz8/kukXz+aXveIZXv8xXx51G2riLezxvf5TI51+Ojs79wKbzP3Al6rkPBAKHVHe0rWjbk10I+3ve7/fjdrtZuHAhXq8Xt9u6zeiee+7h/PPPp7q6msLCwn3mS5QL3g/fbgJgyMhJh3Qhuy+J+g/5gDLtMdrWnEDDf77LGd53+GfxVq6q+X9c8wY8cN4ELjvmyFaU1rkfuHTuBy6d+4ErGc/9oV7w9qVx48bhcrlYsWIFM2fOBGDp0qVMmjRpj/FfAFOmTOHRRx/FNE0Mw8A0TZYtW8a11157xPt3Op1JcX43t9YCUOyyfjmd5fcc1nEl4t/DZbPKuPfNLWxtCPC7hTv44akjD/6iffjm+BPY0FLLA+ve5QcpZzLoP7czN2so/pI5PZy4/0rE8y89Q+d+YNP5H7gS7dwfalbbirY92YWwv+fz863FuT49BmHEiBEAByzaJsIJN02TLBoAyMktO+q8iXDMA1nmlKvw5k+gZsHXGNxWwd8Lb+SOxsu4+m8xllS08OvzJuB1Hdn507kfuHTuBy6d+4Ermc59fzwOv9/Peeedx+23385dd91FTU0Njz/+OHfffTdgXe+mp6fj8/mYO3cu999/P3feeSdf+cpXePrpp+no6OCss86y+SjstyXQBkCBy/pckOmz7WNLn3E7Hdx6xmgu++sK7ntzM9ceN5T0IzzuX8w6h00ttbxSuYErfJ/j6Zeu5JQL5+PJndDDqUVERKS3OA6+Se/YvQuhy4G6EJYvX45pmgDdXQhTpkzpfn7p0qXd2+/cuZOdO3cyZcoUNm/ezLRp0ygvL+9+ft26dbhcLoYMGdKLR9j7YsEWfEYIgPz8I+u0lMTiKz6ewRcvxj/0LDyEuTP79/xPzq94atF6Tvnt+1Q0ddgdUUREZMC78cYbmTBhApdccgl33HEH119/PWeeeSYAJ554IgsWLACsxoLf//73LF26tHtx3UceeSQh7vbqTaZpsjUcByDDlQdAlv/wF+ZKRBdPH8zo/FTqAxF+/e7HR/w+LoeTv576DWbnldLs8HGJ+zQW/f0iom1VPZhWREREepNtRdvduxBWrVrF66+/zuOPP843vvENwOpCCAaDAMydO5eWlhbuvPNONm/ezJ133rlHF8JFF13EP/7xD5599lnWr1/PDTfcwCmnnEJpaSnDhw9nyJAh3HLLLWzcuJElS5Zwyy23cOGFF5KZmWnX4feI+vodALTGUyjMyrY5jfQVpz+Xwi/MJ/vEu8Fwcm7Ku7w46Abadi5j5q/e5q3NdQd/ExEREek1fr+fe++9l+XLl/POO+9w6aWXdj+3YcMG5s2b1/3z5MmTmT9/PqtWreLZZ59l/Pjx+3zPe+65h3vuuae3o/cLdaF2WkwHhmnidBUDkDlAirYup4PbzhwDwH1vbqb8KH4hn+b28vKZVzExM58aRxpfYzZL5l9ALNjQU3FFRESkF9lWtIWe60KYNm0a//3f/81DDz3ERRddRGZmZvctaA6Hg4cffpi0tDQuvvhivv3tb3Pcccdx00032XPQPai+vgKABjMbt9PWUyl9zDAcZM38PkUXvoEzvZQhziqeL/gxXzKeYu4j73H3vzcRi5t2xxQRERE5bBubrXm2g8w26s3BwMAYj9Dly1OKOWFoNm2hGN+Zf3QLB2Z7U3h17jcZkZpJhSOTC8MTWfTcBcTDrT2UVkRERHqLrVc/XV0I9957717PbdiwYY+fu7oQ9mfevHl7dC3srqioiAcffPDowvZDLY2V+IEWI9fuKGITX/FxDP7qh9S98W0Cm57n/2U+zan+pfzgX9fz+sZa/vTVaQzO9NsdU0REROSQbazfBsDQeBPlsXygZsCMRwBwOAx+d8EUpv3yP/zjo2rmr97JFycVHfH7DUrJ4I3PX8/pL/+GTe1wQXA0f53/ZU6Y9zcc7oE9ikNERKQ/U3tmAgu0VALQ0TnrSwYmpz+Xgs/9hfy5T+LwZjHVs4mXCn9AWfWfmHr/m/xjzS67I4qIiIgcso211izXYY4w9UFrsbks38Ap2gJMGJTOD0+1Fk/+zt/X0BAIH9X7laRm8dbZ32N8WibVjjTmtQ3l1fkXE4+090RcERER6QUq2iawcJtVjIt6C2xOInYzDIO0sRcx+GvL8JWdjs8Ic2vW4/w65Sd8638X8K3nVtERidkdU0REROSgNjdZi2WN8KfQ1BEBINM/cMYjdPnJ6aMZlZdKZXOQy/+6ontR5iM1KCWDN8/5L6ZmZNHgSOHCtjKe+tvXNCpBRESkn1LRNpEFqq2vfhVtxeJKL2HQF18m99QHMFwpHOdbwz8L/4ualU9wzK/+w9KKJrsjioiIiBzQ5vZmAEZmFtAcjAIDr9MWwO928pevTcfrcvDCR9X88j8fH/V75vlSeevcH3B6biEdhpvLO4bxi2cuJRZsOvrAIiIi0qNUtE1grnCN9TX1yGdcSfIxDIOMKdcw+OLFeIuOJd0R4Oc5D/Kd6C2c8+AL3PLKesLRuN0xRURERPZimiYfh6zrlNF5w7s7bQfSTNvdTS/J4ldfmADAjxes4+0t9Uf9nuluHy+d/V98vWQYccPBjZFhXP70tQSatx/1e4uIiEjPUdE2gfki1sq6/gwVbWVv7uxRFF34Jtkn/Awcbs7wL2ZBwXdZ//7vmfXrt1le2Wx3RBEREZE91ATbaMOBYZqMGjRpwBdtAa4+dggXTx9MLG4y78nFbKxtO+r3dDuc/PH0b3HHmGkYpsmfzRJOfe42dlQu7oHEIiIi0hNUtE1gafEGANKzB9ucRPorw+Ek65gbGHzRB3gKppPpaOe+nIf4f5EbOO/B5/nvf20kEju6+WgiIiIiPWV17TYAyuLNpOdP6B6PkOkbeDNtuxiGwSMXTmF2WRYNgQif/8MiattCPfK+Pzn+Yp4//hwyiLDEyOO4Vx/n7dXP9UBqEREROVoq2iYoMxYm07A6JXNzS21OI/2dJ38yxV95l+wT7gSnlzm+FbyU/102f/AQl7xazfvbGu2OKCIiIsKKqtUAjDFaibhzCMesUQkDudMWrPm2/7hsFsNyUthSH+CLTywm2EOLzJ479hTe//x1jDI62GWkcubid3no9buPeuEzEREROToq2iaojhZrVd2I6aQwV+MR5OAMh4usY37I4IuX4C06njRHkJ9lP8JPPTdx1aN/5apnV1LfHrY7poiIiAxgq+u2ATDB6+4ejeAwIM0zcDttuxSke3n5yllk+d28v62RS59eQTzeM4XVcQWjWPilOznLFyZiOPlOeT2XPvtd2oMtPfL+IiIicvhUtE1QFbt2AFAfz6Ig3WdzGkkknpwxFH3pDXJO+R9wpXKMdx0vFn6f/PU/Zeo9L/Grtz/WQmUiIiJii9Ut1t0/k7JyaQ5aRdsMnxuHw7AzVr8xtiCd+ZfOxO00eGZlFTf9c32PvXdWShb/+PL/cOOgDGvObbuHY/5yA6t3LOqxfYiIiMihU9E2QVXv2gJAsyMfw9BFrBwew3CQOfXbFH9tOeHcU3AZca5Kf4Hnsq5l4eu/Zsov/s2zK6t6rHtDRERE5GCi8RgbQtYt/1Pyh9PUYc2zzRrA82z35eQReTz2pakA3PfmZh5duL3H3tvpcPKzs27lhWnHkGd2sIE0jnv9//j92w9oXIKIiEgfU9E2QbXWbQSgzVNmcxJJZK70UtrG303+OfNxZY4g39nE3TkPc7/jW/zu2d8z41f/4YWPdukiXURERHrd5pZ6gjjwmxFGFU3qHo8w0OfZ7svXZpRw25mjAfjW86t5dUNNj77/56Z9haXnfo+TnK10GG6+tWU7X3n6Oppbq3t0PyIiIrJ/KtomqFiz1WkbTxtmcxJJBv6hcyn5xkpy5vwCw5PFOM92/pB3N7dFv8Wv/vI7ptz/Fk8uLtfYBBEREek1q+qt8V+jY/V4c8d3j0fI9Klouy+3njGab8woIRY3+dKflrKqqmfnz5bkjeLfFz/AzXleHGacvwX9zHj2Vt5d9UyP7kdERET2TUXbBOXt2GZ9zR5lbxBJGobTQ+b071B62ToyZ/4AXClM8Wzmsby7uM+8ipde/CVj7nqF+97c3N35IiIiItJTVu78CICxtOJMKdyt01bjEfbFMAweuXAKp47IpTUU5ezHFlHVHOzRfTidHv77nDt57djTKaKDrUY6n1nyAT9+5hqCLRU9ui8RERHZk4q2CSo7al0kZRWOtjmJJBunP5ecE++i7PKNZM74L3CnMca9g/tyHuLZ1G/Q/O6POfnux/neP9awoabN7rgiIiKSJFbVlQMwIcWLYRifzLTVeIT98rgc/O2SmYwtSKOiOcjZjy2iNRjt8f2cOv5zrLjwDs5Nhajh5Oft6Zzw7M0sX/hrzHisx/cnIiIiKtompGionTyjDoCSkok2p5Fk5UwpIOekeyi74mOyT7wbR9pgcp0tXJn+An/PuZ4567/ML377//jSb5/jmRVVGp0gIiIiR+WjtmYAJmbmA3SPR8jQeIQDyk7x8PIVsylI87CiqoWL/ryUaKznr8vy0vJ4/sKf8/jU48kgygpHPiet/Zj7njqf4K6lPb4/ERGRgU5F2wS0s2odAE3xNMoGFducRpKd05dF1szvU3b5JgrOeQ7/8LMxDSfTvJu4KetJ7g1fhPe1z3DTz6/h7r+/xtb6gN2RRUREJMG0hINsj1gLn04uGAmghcgOw7DcFF64fBZ+t4MF62v4zt/X9MpCsoZhcMm0eay84BbmpPvpMNzcFB3J3BfvYcmCq4m2lvf4PkVERAYqFW0T0K7KtdZXinE7dQqlbxgOF6kjzmHQuc9TduVWck/9DQw6iTgOJnu28G3/k3xl29msf3wyv33oKl774DUiUd0uJyIiIge3pnEXAIXxNgoLrTvJmoNd4xE00/ZQzCrL5s9fnY5hwO8+2M4v//Nxr+2rLD2Xf59/Bz+feipeTN5xDeHkXX5ufeoidv3nh8Q66ntt3yIiIgOFKn4JqLl2IwAt7jKbk8hA5UodRMaUaxn2lX8z9OodZJ36IC05JxHDyVj3Ds6KPMmoRWez7Del/PPJSyhftwAz3vPz1URERCQ5rK63OjTHxurw5IwFoCEQBiBL4xEO2RcnFfHzs8cD8MOX1vJ/y3pvsTCH4eC/pn2e5fN+xJycfIKGm3u9x3L6phpeeuIEGhfdRTys9Q9ERESOlIq2CSjStMX6mjrM5iQi1uzb7ClXM+Ub/2bYtZXEj3+Yj1M/Q4fppcBRx9jGvxB99TxWPVDCh89dS3vVh71yu56IiIgkrhU71wAwxhHAmVYCQGVzEIDBmT7bciWi/zdnONefaH1OuPTpFby6oaZX9zcms4A3zr2Bx074EtkuN+uc+Zzv/Tz/tfwNPvrjRBoX/kydtyIiIkdARdsE5Alstb5mjbA5icienL4cRsy6gs9c9U+Gf3Mn6yY8ytuOz9EQSyfDbCC//HFqnjmRFb8dzaZ/30Kkufdu2xMREZHEsare6gidlJGDYRgAVHQXbf225UpEhmHwP+dO4KJpg4nGTc5/Ygnvbu3doqlhGFw6ehbrLryZr42YjmkY/Mk7lVNdn+dXy/7BlsdGUvfmd3XtJyIichhUtE1AmRHr9rHMgjE2JxHZP58vjc+dcQmXfOfvpH51IwuKfsNr4Tl0xD1kRbbjWn0vO/44jiVPfpaGTQswzZ5f5VhERET6v7gZZ22gA4DJhaMAaA9FuxciK1Gn7WFzOAz++OWpfHZMPoFIjLMeXcTbW3q/2zXfl8aTc77Ka5+9hrGZ+TQ6/PzMfzJn+i/gL2tfZ8cT46l5+SKCVe/rzisREZGDUNE2wcSjHeRSC0Dx4PE2pxE5NGOLcvn2l6/l8u+/xubTlvO/vp/wbnAKDkxyG9+k+eXzWPrgKD589W7CgUa744qIiEgfWttUTYvpIMUMM6XsOAAqW6wu2zSvkwyfFiI7Eh6Xg+cumckZo/NoD8f43B8W8frG2j7Z92eKR7HyvB/wu+MvoMifQbkjk++lnMW8lAv518eLqHrmFCr/dyrNy35NrKOuTzKJiIgkGhVtE0xj9QYAmuOpDC0qsTmNyOFxOx2cO3UUt157K5/55ju8PGYBz0e/SGs8hdxYOfnrbmPT74fwt8cu4YO1q4nH1YEhIiKS7N4pXw3AtOguUopmAVDRZBVtSzL93eMS5PCleFz847JZzO3suP3cHxbx2KIdfbJvl8PJVWOOZcP5P+Kn0+eS7vayxlXIN9Lm8aW0L7OgJUTd2z9kxx+GUrPgYjp2/Ft3XomIiOxGRdsEU1Wx1voaLyZdK+lKAivO9HHdWafzX99/mpazV/Fq9o1siZaRYgSZ0foXcl6dzW/vP4f/fm4B729rUAFXREQkSb1TvhKAWZ4wTl8WABXN1rgELUJ29HxuJ/MvO4avds64verZlfzwxbVEY31TIE11e7lpyulsuuBGrht3Il6ni+XOQr6Zejafy7qSZx0jadj4PLueP4vyx0bS8M6NhOtW90k2ERGR/kxF2wTTWGN12ja51WUrycEwDE4cXca1l9zBnO9tYMeMp9jqnoHHiPJ592t8dcc8lv7f+Zx61+/59vOr+fem2j77kCEiIiK9772GGgCOzynsfqyyuavTVkXbnuB1Ofnfr07jljNGA3D/f7ZwysPvs70h0GcZ8n1p/PrY8/j4gpv48eTTyPT42GymcGPK6Xwm51v8PuVEatrraV56P5V/nkHFn6fTtOQXRFsr+iyjiIhIf6KibYIJN262vqYMszmJSM/zuJycfNKFnPbtD8g5/02a807HacQ5O+U9nkj7DtM3XM2P/vgEg+54jcv/uoKX1lYTjMTsji0iIiJHaEdbIxVRE6cZ59iSqd2PV3QWbQdn+m1KlnwMw+COz47hr1+fQYbPxfvbGpn2P2/z+Ic7+nRRsEEpGdw543Nsu/An3DfzbIpTMtgVM/i5ezonZl7NfxVcwULPUMJ1a2h89ybKHxvBzr+dSetHTxAPNfdZThEREbupaJtgnO1bAXBkjLA5iUjvyiw9galfW8Dgi5fgH/UlTByc5l/KswU382Dqj/l41Quc+/giCm9/ja/+eSnPrqyiLRS1O7aIiIgchveqPwZgfKyW3JJjux+v7ByPoE7bnnfhlGKW/7+TmVWaRVNHhCufWcnpv/uAddWtfZojw+Pj+5NOYfMFN/HYiV/mmLxSIqbJC6FUvuY/l88V/oD/zT+fBsNLsOIt6v51NTseKaH65a/QvuUFzFi4T/OKiIj0NS3FmmDSQ9bCARkFo21OItI3PPmTGfT5PxNpup3mJffTuvZPzPauZXb+WjbFhvFg03k8u+I4nl5Rhc/l4LNj8vnipCK+MGEQmX7NfRYREenP3tmxAoCZ8Ro8uRO7H+9aiEwzbXvHsNwU3r3uBP7n7Y+5/bUNvLmlnsn3/4crZpVx+5mjGZTRd3/vXqeLS0cdw6WjjmFZXQWPbFjI/328jE3BMHcwmDszr+X0NBfntC3h5KZ3MDc9T2DT8zh8OaSOuoC0cV/FW3ScFqwTEZGko07bBBKLdJBt1gJQUjLB5jQifcudNZK80x+m9LINZEz/HoY7lVHOrfw6939YPPS/+E7Bm5jRDv7xUTWXPr2C4v9+jcueXs67W+v79JY/EREROXTv1lh3kR2b7sdwfvLL1sqWzpm2WRqP0FtcTgc/PHUkq39wCl+YUEgsbvLIwu0Mv+vfXD9/NTsa+27ebZfpeSX87oQLqPjyrTx03Dym5w4masZ5pTXMt83JHJf7PW4p+S6L0qYQDjbSuvoRdj5zChV/HEvj+7cRadjQ55lFRER6i4q2CWTblsU4DJOmeBqThmqmrQxMrvQScufcR+kVW8g69lYcvlwyoxV81/Mga0Zcz/wpCzipoJ2OSJwnl1Qw56H3mfDzt7j/rS3UtoXsji8iIiKdmkIdrA1YYxCOHzSq+/FwNE51q/X/bI1H6H3Dc1OZf9ks3vrm8Rw7JJtgNM5D721jxN1vcP4Ti3ltQw3xeN/+AjzD4+Pascez+Nz/x+ov/oAbJ3+GIWnZtEYj/KXV5GLnyZyQ931uKbqGt3zjaG/ZQdOHd7PzqalkLL+MlhUPEG3f1aeZRUREepqKtglk+8a3APjYMRGv22lvGBGbOX05ZB/7E0qv2EzOyb/EmV6GI1TP5PrHeMJ7KWtnPMTPJ60j2x1lfU0bP3xpLSU//Rdf/fNSdd+KiIj0Ax/UbsPEYEisibKSWd2PV3V22XqcDvJSPXbFG3DmjMjlvetO4PVrjuO0kXnE4ibz1+xi7qOLGHPvG/z8zc22/AJ8fNYgfjbjLDZfcCNvnfUtrhp9LDneFOojYf4S8HKl9wxmZ1/Pf+VfxguecTS3b6fpnRso/8NQds0/m7Z1TxEPt/V5bhERkaOlmbYJJLxrIQDB7Jk2JxHpPxzuVDKnXUfGlGsJfPwSLat+T3DHv/FWv8E83uD80gyq0k/mr/VT+WPlaJ5eUcXTK6qYXJTBN48fwsXTS0jz6j+FIiIife2dijUAHBOrxDf4xO7HK7oWIcvyaU5pHzMMg9NG5XHaqDw+2tXK7xdu509LytlSH+BHL6/jJ6+s57wJg7jy2CF8ZmQeDkffnR+H4eCkQcM5adBwHjzui7y962Pmb1/NP3Z8RGWgmRfC6bzgPwP8MNFo54SOdZxYsZbp26/E5/o2KSPOJW3sV/EPOR3DoWs/ERHp//R/qwRhmib5geUAZA85weY0Iv2P4XCROvI8UkeeR6RxE23rn6Jt7VNEW7dTVP8i3+NFvlvipsI9gZcbRvFewzh+/HwlP3o5m2/MLOVbxw9hbEG63YchIiIyYPynfDUAs1M8uFKLuh+vbO5chKwPF8OSvU0YlM5vzpvI3WeN5a8rq/j9B9tZXN7Es6t28uyqnQzLSeHyWaVcdkwZxX08xsLlcHJa8ShOKx7Fr489j8V15fx9+xr+WbGe1Y07WWOmssY3k98zEz9RpkeqmL5tKzO2fJtprjCFw84kZcS5+IecgcOd0qfZRUREDpWKtgmivXEbOdQTNR2MH3+y3XFE+jV39iiyj7udrGNvJbRzIYEtL9C+5QWiTZspDa/g2rQVXJtmbVsZzWPtumH8btUwnLlTmDNjDmdOm4bfq9sxRUREekt1RyuL2toBgzOGztjjuYomLULWn6R6XVw+q4zLZ5WxsqqZRxfu4KllFWxtCHDLKxu4/bWNfH5cAVfNHsLcsQU4+7D7FqwO3Nn5Q5idP4SfTZvL64s/YFeOl3/v2sS/KjdSE2zjPXcZ77nLrO3NOGPK65m29SEm8zOmFYxk2qjPkjX8LJyphX2aXURE5EBUtE0QG9e+STawKTaCs/Jz7Y4jkhAMw4Gv+Hh8xceTfeLdRJs/JljxNh0VbxHauYho88cMdtUx2FXHGf7FEHkGFsK2Dzy0eIaQmj+WopLJeHPG4M4Zgzt7NA53qt2HJSIikvCe37ocE4Mp0V2MHnPxHs91jUcYrEXI+p0pxZk8OG8S9509jr+t2slji3bwztYGXviomhc+qqYsy89Vx5ZxxawyBtnUKZ3n9nP6iKlcMvoY4macNY27eK9mG+9Xb+ODmm1sbWtgnTOfdc58/g+gGdyLVzJq0RtMdseYllvCzCHHMnPUGaT50mw5BhEREVDRNmE0bH+XbKA2ZYpme4kcAcMwcGeNwJ01gvSJlwEQDzUTql1JuGYFDZVLqa9YSnrwY3xGGF9kE1RtoqXqxT3ex5lehie7q4jb+TVnDM6UQfp3U0RE5BA9t/FdAOYaNXjyp+7xXNd4hBIVbfutFI+Lb8ws5RszS1lf08qjC3fwxOJydjR1cMsrG7jjtY2cN3EQF08vYe7YfLwuexZRdhgOJucUMzmnmG+OPR6AqkAzH9Rs54OabSzftZEVjdU0xZ2sdRawNg5P18ag9j0ci99hhDPK1IxMpg8aw6whs5iZP4Q0t9eWYxERkYFHRdsE4W1YAoBr0LE2JxFJHg5vJv6SOfhL5pA5HYYB0WiU99es4N0VC9lVuZpis5zh7kqGuyrJdbYQa91BR+sOOnb8a4/3MjwZ3cVcV8ZQnKlFOFMLcaUW4UwpxJk6CMOpkQsiIiJ1wXbebqwHDOaVjNrrl57dM21VtE0IYwvSuf/cCfzsrLH8bVUVv3t/Ox9sb+Rvq3byt1U7yfS5+OLEIr48rZjTRubhdjpszVucksn5Qydz/tDJgLV2yPa2RpZWfcTi7QtZXlfOqmCMGsPPpriHTU0dPNu0AtavwIHJGK+bY/JKmF0ylVkFQ5mUU4TbYU9RWkREkpuKtgkgHmmnKLoRDCgbpXm2Ir3J5XIxZ+pM5kydSSQW5+2P6/nHR9XctqGGmuqdDHdVMcxVyYjOQu5oTxUlzl04wi2EqhcTql683/c23Gk4fNk4vVk4vNk4fF1fs3F4s3B2fnV4s3CmDrKKv77sPjx6ERGR3veP7WuIYTAuVsv40V/a6/mu8QglmZppm0j8bidfn1HK12eUsrKqmScWl/Psyp1UtQR5Ykk5TywpJ93r4vih2Zw4LIc5w3M5pjQLn9vegqdhGAxNz2HomJM4f8xJAJhmnB3lC1m85S2WVm9iZVsbq4wcdjrSWReKsq5yG3+q3AaA14DJ6ZkcO2g0Jw4ey0mFwyn0a3FbERE5eiraJoCqLe/jNOLsjOYybfQEu+OIDBhup4PPjMrnM6PyAdjRGOCNzfV8sL2Bf25vYs2uFuImeIhQ5trF8M5ibrGzjnxnI4XOJgpdTeQYjbiNKGakjVikjVhr+SFniLkyMFPLcGUOw5c9jNT8iXgLp+HJGY/hdPfWoYuIiPSa5za/D8Dc6DZ8pafu8VwkFqeqJQSo0zaRTSnO5H++kMn950zg3a0NPL2ikr+t2klde5hXN9Ty6oZaADxOB9MGZzCzNItZZVkcU5rF6Lw0HH28mNmnGYaDIWXHM6TseC4AzHiMcN0qtm99i0XlS1nSWMMKM5PVzkKaHT4WtzSzuGUxD2y0fnk/0uvmhPwSTi6bypzisQxNy9EYLREROWwq2iaA7ZveohjY4pjI8V6dMhG7lGWncOkxKVx6TCkAgXCUtdVtrN7ZwobadsqbOljVGODFxg6qGoLETet1BnEyHe1kOVrJMNrJdLSR4QiQ4Wgj02H9nGm0d/+c4Wij0NlIvrMJZ7QFmtdA8xqCOyDYmSWKm2bfKGJZE0krmk7ZyJNIGzRVhVwREenXmkIdvFFbCcB5BQU43Cl7PL96ZwuxuEmW302xTQtZSc9xOAzmjMhlzohcHvjiJFbtbOGdj+t5d2sD72xtoLo1xKIdTSza0cRD71mvyfK7OXVELqePzufcCYUM7gcd14bDibdgGqMLpjF6NnzNjBOpW0NHxTusr1zC4todLA45WOIqZoMjj82hCJsrtvJkxVYAih0xjktP4aSCocwZMp2Jg6fgdOhznYiIHJj+T5EAIjs/ACCYPcPmJCKyuxSPi5mlWcwszdrruUgsTmVzkIZAmNZQlNZQjNZQlJZghLZQjHAsTjgWJxIzicTiVMfiVMTMzsfitIdjtLY14+qoICVUQUa0kmKjirHu7Yz3bCXDESA3uBZ2rYVdz1C3HCpNLzs94whnTyez5HhGjD2Z/IIhff8XIyIish8vln9ExISRsXomj/rsXs8v3N4EwOyyLNu7LaVnOR0G0wZnMm1wJt85aTimabKlPsCHOxpZXN7EkvImllU209QRYf6aXcxfs4tvP7+a44dm85Wpg/nq9MHkpPSP9QEMw4EnfzKe/MnMngazgVigllD1YqorF/Fu1Xo+aGlnkZnJGmcBVXEnzzWHeK55A2zaQLb5R2Y62zk2zc8JeSUcUzKZ1LyJuDLKMAx7Z/6KiEj/oaJtPxePBMltXw4G5A07ye44InKI3E4HQ3NSGJqTcvCND1F7KMrWhgAba9uorFxPR/UKvC1ryA9+xHjXRjId7QyNrICaFVDzOG3LYEs8n53eiYSzZ5BVdjyjRx/P0HzNyRUREXs8tvpVAObGy0nbxzzbRTsaAZhdpv9XJTvDMBiZl8rIvFS+Or0EgGgsztKKZl7fVMs/19fw/rbG7j8/eHEt500cxGWzSjl9VD7OflbUd6bkkzLscwwb9jmGAV8Hou27aNq1nPd3LOO92h28H4iwLJ5Oo+HjX3Ef/2oBWhrwbnmdybGnmGnWcmyKm2Nzi8nLH4cndzzunHG4MoaomCsiMgCpaNvPrVz0f2QZ7VTHcvnMrNPtjiMiNkr1uphYlMHEogyYXAycBlirHlc0BVi7aQV129/HqP2QguBqhhrbKHTUUhh5E2rehBoIL3bxSqyUOs9oWpxlrN95LJnF0xhcWEpZlp+cFLdmromISK94v3ob7zQ14jZjXDF8Cg5vxl7bLNxuFW2PHaKi7UDkcjqYPSSb2UOyufn00VQ2d/Dsyp38aUk5K6paeGZlFc+srKIk08c3ZpZy6TGljMxLtTv2frlSB5E34izOHXEW53Y+Fo4E+XD7It4tX8V7dVUsbA/SgIvFrsEsZjAPR8DYaTKqcg0TY28wIVbLRKOVSZl55OSOxp07Hk/OONy541XMFRFJcira9nONq/9IFrAh41yOTfHaHUdE+iHDMCjNTqV01gkw64Tux5taGtmw7l3qd7yHo24JhcFVZBlNjHVthfhWiAObH4XNUBfL5N/RYirjRTS5y2j3lhHyD8NMH0ZmRjb5qV7y0zzkp3rIT/N2fvXgddm74rOIiCSOu5b+A4DzIusZd8xDez1f3x5mU107ALPKsvoymvRTgzP9fG/OcL43ZzjLK5v54+JynlpaQUVzkLv+vYm7/r2JOcNzuOyYMi6YXITP1f9/8exx+zhx5MmcOPJkwPrl+8aWWt7duZl3K9fwXs0OtgSDbHTmsdGZx/OdrzOCJsPKGxm1/V2GxF5iSLyZoUaQkZn5lOaOxJunYq6ISLJR0bYfa63fwrDQIgCGz77G5jQikmiyMrKZPfscmH0OYH0o6GjcytYtH7Jrx1ICVUspMLeTF68gz9lMnrOZY1hnvTgGtFl/aiuy2B4dRHm0kGWxfKpieVRF86iM5dPqHERaagb5qR4K072Myk9lXEE64wrTGFeQRnY/mT0nIiL2WlFfyT+ry3GYcb5bmIk7c/he23SNRhiTn9pvZpdK/9E1D/fnZ4/jhY+q+eOHO3h1Yy1vf9zA2x838K3nV3HqiFwmpoXxFLUysSgzIe4eMgyDMZkFjMks4IqxxwOwK9DC4rpyltdXsqy+nGW1O6gMtvOxM4ePnTmw+7qzYfBWRcmv3EBufAU5Zge5hMn3pZCXmktGaiEZGSVkZJaSnjaING8aqS4PaW4vqS4Pfpcbv9ONz+lKiL8vEZGBREXbfmzFf35LCbAkNpXzJ06zO46IJDjDMEjJGc6EnOGMnX4hK1asYOrUqRjxEJGG9QTqN9BQvZFA/UZo+Rh3YCveaAP5zibynU3M9K7f5/s2xNKpCuWxM5BHZWU+C2P5zI/lUhPLxvQXUJBXxtjBg5hSnMHU4kzGFabhdqr7Q0RkILlnxSsAfC6yiakzf7jPbTQaQQ6F1+XkwinFXDilmIqmDv60tII/friDLfUBFqyvZQFw35J3yE1xM21wJmML0xlXYP0yeWxBGvlp3n43D/fTBqVkcE7ZBM4pm9D9WE1HK8sbqtjYXMPmlno2tdSwuWkX29pbCBkuKoxMKhyZn7xJDGgBWlph5zro+sX8AXgNA7/Thc/pwudyk+Ly4nd5u3/uKu76ne7dir1u/C5X9/f72m7379PdXgp96TgduhYUETkYFW37KTMeI7X8aQDaSi/S6rki0msc7hS8hdPxFk4ne/yez8VDzUSathBp2kS0ZTvR1nLrT8t2Ii07INJKjtP6M5Gt+95BCNo3+6jbmMX6WDbvxbOI+wrwpw8iJ6eI4vzBDCsuJTNrEE5/Hg5fLoZDYxdERJLFxuZa/rbDKhhdn9KKb/C+F9fVImRyuEqy/Nz0mVHceNpIVu9s5eW1u5i/bCsfNUapD0R4fVMdr2+q2+M1DgPyOu8QKkzzkpvqIcPnItPnJrPrq99FhrfzZ7+bvFQPgzN8tn4mK/Cn89nBY/js4DF7PB6Jxyhvb6Kmo42aYBs1gWaqm8rZ1VxBXXs9bcEW2sPttEcjtOOkAxcdhpuA4SaAm9huYxRCpkkoGoFoBEIdvXYsDsNgkD+d4pQMivyZFKdkUJaWxdC0HIal5zA8PZc8b6o6f0VkwFPRtp+qWPcy2WYtjbE05pz8DbvjiMgA5fBmdhd09yUeaibauqOzkFtOtLWrsFtBpG0X0cAuHNF2Uh1BUh27GOLa9cmLO8cvsAPallrfApgYRJwZxL15uPy5+NIL8KUW4PTn4kzJx+HLxenPtwq8/jyc/jwMty7sRUT6o2g8xlVvPo4JnBrZynEnfXef/72Ox00W7WgC1Gkrh88wDCYXZzChMJUzs1uZMGkyq3e1s2ZXC+tq2lhX3cq6mja2NgSIm1DTFqamLcxqWg95H16XgxG5KYzMS2VkXiqTBmUwe0gWo/PSbC3muh1OhqfnMjw994DbmaZJPNRErK2CaFsVsbYqom0VhAL1BIJNBILNBIItdIRbCYTbCYTbCZkOQoaTIC5Chqvzq5MQLoL7+DmEs/Orq/t1n/zsImi4aTPcxE2oCrRQFWgBKvaZN9XhZGhKKsPSMhmans+IrGKGZeQzLD2HYWk5pLq13ouIJD8Vbfsh0zTZ8u4vGQIsdn+WawoP/D9gERG7OLyZeLyT8ORN2u828XAbscAuYu3VumRCwQAAI65JREFURNt3UltbTnXtDpqbdhFqr4VgHSnxJnIcLWQ72zAw8cSaIdAMgS1E6z8p6O5PzPASdedgenMx/Hk4U4vwZpSQmlWGP7MEZ9pgXOklVhevirsiIn3mp8v/ybuNtaSaYX42KI3UkV/c53bra9poCUZJcTuZOCi9j1NKsnE7HRxTlsUxn1rQLhKLU9cepro1RE1biOq2EA2BCM0dUZqDEZqDUVqCEZqDEVqCUZqD1uN17WFC0Thrq9tYW73nVUmmz8WssixmlWVz3JBsZpdlk5va/2YyG4aB05eN05d9wOu2LqZpYkbaiAUbMMOtxMMtxEMt1tdwC2bn190fs76vs57rfNyMBvZ43xgGDYafaiOVakcaNY5Uqo1UKh0ZlDsyKHdkUu1Ioz0e46O2Fj5qa4Fd5cCyPd4nz4hS5ooz1ONiiM/HUH8a/vYgHudHDEnPwu1Ow3D5MVw+DKcHDBeG043hcIPD+mo4XN3f49BMXxHpf1S07YeWvfkAQzreJ2y6GH7cdXbHERE5Kg5PGg7PSNxZIwFIGw3DPrVNU0eElVXNLNzZyK7aahqbdtLaXE2wvQZnuIEcRys5jmayna1WcdfRQq6jhRxnC14jgtMM4QzvhPBOuppmuke57bafCB5aHAV0uAuI+IowU4pxpxbiSysgLaOAzMxCsrMH4UsrwHCn6eJdROQovLlzM3eueguAO2PLOObMF/a77VPLrW67Y4dk49Lcc+klbqeDogwfRRm+w3pdNBanvCnIpro2NtW1s7G2neWVzSytaKI5GOVfG+v418ZPxjCMzk/luCHZzCzNYtKgDMYPSiM3xZNQ1xWGYWB40nF4ju6XKGY82l3Q7Sr0FodbGB9qIR5uJR5u7iwCtxIPNRMP1xEIbaM8GGJ7JMaOiMmOuLuzoJtBhSODFsNHnemiLgLLIkB7GGiwdti4CqcZJ8sMkmkGyTBDZJohMjr/dD2WYYZIJUKqGSbFjJBqRkg14qQacVIckOpw4PJk4PBl4/Dl4Oz66s/FmWo1A7jSBuNML8XhzUqocysiiUNF236mcddH+FfeDAa8k/ktrjzmBLsjiYj0uiy/m5NH5HHyiDxg1B7PdURi7GwJ0hCI0BAI0xCIUB6IsCIQpikQpr2jhVigDjNYB6F6XOF60mI1ZMbrKHTWU+SsZ5CznjxnM27C5MYrIFQBIaB5zxxhoLrre9NFm5FJh5FJ2JlG1JFKzJWO6UrFdGWAJx2HOw2XLxOXNwO3Lx2vP4v01Axy0tPJSsvA6Unt7PLwYxgqQojIwLG9rYGv/fsxTODC8EdccebNOH05+9y2rj3EA+9ac9GvO3Fo34UUOUQup4NhuSkMy03hzN1GykZicdbsamXR9kYW7Whk4fZGNtRaRd2Nte08ueSTW/9TPU5Ks/xk+d34XA7rj9uJx+kgbppE4yaxrj/mnt/HTWs8Q5rHSarHRYrHSWrn92leJ9l+N7kpHvJSPeSmeshN8ZCb6sbrsn+NAMPhwunL2e+///uz+y/4zXiMeKiJeLCeWEcD9a27+LhlF9taG9kWaGFbRwfbQ1G2RUwq8RI2HNQbKdSTclTZU8wwKR0RUgMRUoiQataRYu4k1VxOKrsVex2Q5k0jw5dFRmoeGWkF/7+9u4+Sor7zPf7+1UN3zzAPwIAEhAQNCxLEGcSHbIInmhsMqBhWWc/FeBE1xux1Q87ZRI3r7kmMcvVozJrE5IquaHKMxlVvnjyY1exDjMkVObgMV5HA4AMgD87APHZPP1TV7/5RPc0MDwrKTA/053XO71TVr6q7fzXV1f3t7/zqV9TXjqe+bhL1IydTVzOOukSKKtdXcldEjkhZk7a5XI5bb72V5557jlQqxdVXX83VV1990G03bNjAt771LTZt2sSUKVO49dZbOfXUU0vrn3nmGe69915aW1uZM2cOt912G6NHx18M1lruuecennrqKaIoYtGiRXzjG9/AGWZ3rLRBjtef+u+MNzleCZu4bPH/KneTRETKrsp3OblhBCcf4UgxUWTpzgXsyeRpS+fZ2N1NV/s7ZDu3UejeDpkd+Nmd+IU9JMMORkQd1BL33k2ZPAkTMJo9YPdAUHzS/OG9drpY+iuQIDRJIjdF5FZh3BSOV4Xnp/D8FL6fwvUSuH4Kx01iigU3iXETpeVS8Yr1TqK4zUHW9T2HccBawBKGIU52F0HX20Sl70FbLJS2A8DxcRK1OH4txvWP7ACIVLChinGHqz/ufpNLnvvftAURU8I93PXxKVSfNP+Q23/v92/QkwtpmlDHF2Z8ZAhbKvLh+K7DrBPrmXViPV/51GQA9qTzvLy1nf/7djvr3uni1V1dvNXeSzofsvHd9xvw6eiqSbp8pDbFhLokE4o9jONpvDyhPl6uSQ7vvlzGceMerlUN+KPgROLS/5aGYRiybt06Tms8jdZ8hrZsmvZ8L+25XtrzGTrzWdpzmVJdRz5DupCju5Clp5AnHeToLuTpCQpExTgoYxJkTIK2gzVqfxboLZa2dqAd2DBwP7CMMFDjuozwfGr8JCP8KmqTI6hJ1FDjJxjhJajxk9R4SUYUl2v9JHV+ivpEijo/RV0iXq71k3i6ea/Ica2sn8533XUXr776Kj/5yU/YsWMHN910ExMmTGDevHkDtstkMnz5y19mwYIF3HnnnTz++ONcd911PP/881RXV7N+/XpuueUWbr31Vk455RSWL1/OzTffzIoVKwB4+OGHeeaZZ7jvvvsIgoAbbriBhoYGrrnmmnLs9kH1drfyfx+/nJOCP7M3rOUj81ZSVzX8xkISETlWOI6hvsqnvsrn5IYRwCjgo8BfHvIxUWTjses6O9jbvouuzt1kulsJcl2EfZf2FXowhW5M2IMX9OCFPfhRhoRNk7JpEjZL0uRImjxJE5Se2yePb/MQdO9LAvcTcNDqQTES2LHmyB4TGj/ubeyOIPRHYhMjMcn4UkEvNZpkdQPJEaOprhlDckQDbmp06ZJCx6sajN0QGbaGKsYdbqy1PLTxRb760i/JY/hE+C4/m9zApM9+95CPaUvnuO+PcS/bb50/Tb3Q5JjXMCLB/OnjmD99XKmutxCyvaOXbR1ZevIB2UJENgjJBhG5IMI1BtcB1zHFeVOa9xyDMZANItL5kHQ+oCcX9psPSlcj7ckU2JPOs7e3QBhZenIhLbk0LW37/yt5oNqkx4S6ZCmpO642SU3SK/bmjXv0Jlwz4Pzsf6aG1lIILYUwiqdRdMjl0FoS7r6exinPYUTCZcyIRLEkGTsiwehq/wMNleIYhwnV9Uyorj/ix0L8OZYNgziZG+TpKeToLuQGzKf7LXfl03Rn2unOdtGd66Y7n6GnkKMnDElHlgwuaRP/rrcYeiz0BBEEOcjmGDiQ15Eb4brUej51nk+tn6DOS1LnJ/ot+9R6Cer9RLyd7xe3j9fF6328/jfTs3bfvOPj+NX7rhzT1WMiQ6psSdtMJsOTTz7Jgw8+yIwZM5gxYwabN2/mZz/72QEB7apVq0gmk9x4440YY7jlllt44YUX+O1vf8sll1zCo48+yvz581m4cCEQB8rnnXce27ZtY9KkSfz0pz9l2bJlnHHGGQB84xvf4Pvf//6wSdq2rP81nf9+HSexh7z1WH/SHVw149T3f6CIiBxVjmMYVZ1gVPUJMP6ED/w8+SBiTyZPa1cve7q72NvdSXt3N13pLrozPWR6e+jtTdObTZPN9ZLN90KYJ2EKJE2BBAEJU8A38TRBgUTf/MGWTYDPodf3heFxCG6K88Wp7TeP6etji8WQMAFJUwDAtQXcsAPCDsi/c2BXYuIRJ3IH+3uQIE0dWaeOnFtP3qsn9EYSJUZCYhQk4+IkR+GmRuNVj8avGk0qVUfK96jy4x92Vb5DynOp8l3cMt6pW+S9DGWMO1yEUcTTb7zC7Wv+D69l84Dh84UWHmz6FBPOvOE9E7EPvLSVnlzIrBPruHjGuENuJ3Isq/Jd/mJsDX8xtmZIXi+KLF25gNaeHLu6c+zoysalM8fOvvli6cmFdOcC/twa8OfW907uDrVRVX5pyIcxxSEfRlcnqEnGsUFVMemb8lxcY9m+rZc3vV0kPBfPMfiug+eY0nx9yqOh+r0TwsYYqjyfKs/ng0eC+0RBlkLX23S2v0Fnx1t0dG6ls2cXPZl2enKddGd7SAd5MsYngx9P+wo+aeOTNgl6TIIe4mm3SZA3cSonHYakw5BdueyHamfKFkgQ4tsIvzhNEJbmfULcvkjSGDBu8eZtLhgX47jxzd4ct7jOxRivOHVxHA/H8fAcD8fxcd146jgurnFwjIkL8bR/XWm+tM7gGId9RzAiDANa21ppyPwZA0REWBvFN9SzIVhbXI6I+pLSxsEaJ46DjQEMCddnhJekutgLekQiRbUX93iu9hLUeAnqij2e+3o+p1zdxE4GT9mSths3biQIAmbNmlWqmz17Nvfffz9RFA0YuqC5uZnZs2eXTgRjDKeffjrr1q3jkksuobm5mWuvvba0/fjx45kwYQLNzc0kEgl27tzJmWeeOeB13nnnHd59911OOOFofBR/cHtansP990WMBt4MJxJ8agVX/eXcsrZJREQ+nITX/0Ynow7rMUEYkSnEPWcy+eK0EBJEEVEEUXFMu3hsO0sU7Vu2FgIsBQs9xL1EItuXkLXFafwcYRjx9ttvM+mjH8WYeBw9S7xt35h62SAs9gKKyOezhPkebCEuFLoh34VTaMcrdJAIO0lFXVRFXdTQzUinh3qnb9qDZyIS5EnQBlEbREDh8P6OBevSGdWwO6qhK6qhI6qhx1aRtQnyJAlMishNYZ0U1q0CN4XxqvA8n4TnxVM/Ec+7Po7r7vuB4MY/HlzXLf2gc5x9P+481yn2dnJwHIo/HPr9qOhf55h99QZc42BM3GPKcRwMYExx6oBxfBzXxxgP43qlqVO8k7Xn+Xiuh+c6+hFwDBqqGLfcSdt0Iccv31jLbzf9B/+xt42dUXyJ7gib53/Swi3nXkPt1Evf93nG18a96r538Qy930WOEscxjKzyGVnlv2+iuDsbsLM7y47OvkRujt3dOdL5YEA8kg+j0mP6d8S01uL2S5D6bjzvF79LfdfgO06p3nUMhTAqxRm5IE4at6XzpbI3EwcK7b0F2nsLbH6fnsID/LH9sDarT3n7xv+t9hlVnWBklc/oap9RVT51KQ/fcUh48b74bvzd3hcvWeLkeF98FcddxSmWKNoXe1lbRWQ/geUTRCmLTfXVx9NEmKO20IpX6MALu3GDLrygGy/swg+78IIe/LCLhG3Ft/GVWxEBORuRtREZLGkLGQtp45EuJnt7jE+3SdCDHxfj001cekxclysmf7PGJ4s/sAv14egbVSvaf0VYLENs75tD/pIeEbUmLjXGUudArQO1jqHOdah1XWpdlzrPLfVsrvfjHtH1fhW1xeEuUl4iToQ7Xr8EeHG5L0HuuPste8XkeN/j+q+Pk+YYV9+vx7CyJW1bW1sZNWoUicS+IQDGjBlDLpejo6NjwFhdra2tTJkyZcDjGxoa2Lx5M8BBk68NDQ3s2rWL1tZWgAHrx4wZA8CuXbvKnrRNJGvYSwP/zz+Pz/2PHzKx4QgHbRQRkeOC5zrUuQ51qcEdOzYMQ9Y5rTQ1TcR1j+44aPGlmAE9+YDuXEBnNqAn3UE23UY2s5dCZg9htp0ouxfy7Tj5Drygk2QYlyrbRbXtosZ2FXsah4xxOxnjdr7/i0P8o6HAYSeFB5Plww93EViHEJfQugS48XyxRP2mES6R2X/qEeFhjRsXPCLjkg8i3lpdhS0G9rYY6GOKpViP4+E4Lo4p3kG83684S3ypbt9+AsX1cf30U/6Sv2j8wofc+2PXUMW45fbF3z/Gb7a9VlxyqbNZrrZvsGzWAj7a+F2Me3jDfF111ke56qyPDl5DReQ91aY8alM1TB2iXsCHIwgj2nsLtKXztPbk2ZPJl+5RsCddIN1viIneQjzMRBBGdHR1k6weQRjF/4QOIksQWoIoIh9a2nsLdPTGQUJnNo5T3tiTKfPe9meAumI5OpKeQ23SozYZ37TONYbRxjDGxP98xrFgAiInwBKBiYiIwNi4t6qJgAhrA1wT4FHAJ8AnR8LmSJg8CZvFJ0+CXFxPDt8Wl20OjxweeTybxzEFPJvDISTCEBWv8oqMKS0fUEzfdoaQgfP9/3KmeO2YwZbm+hdrDBT75xosDhHGxpFU36sFOPQajww+2eK01/j0Go/eUjI87vGcJoE1hgCHduvQ3hcUHTRXHfF+PRfcYlt8Irx+825x2StmxvuujOs/xXBAXVS6kq5vj4vrjRmwXHpOc6ir7/o/776/tws4WJy+qYnr4nVxvWv6bWtsv/Xxuv5Tz8RHxzPgYgas94wprjPFbeOOEr6JI9BCb4aat0fEHS+KHSUo9aAuvtcpxrPF2La0jMFxXKrGzuSyUz7Dx2qG130Dypa07e3tHRDMAqXlfD5/WNv2bZfNZg+5PpvNDnju93odgCiKT4R0Ok0YDsF/hkbOZOo1m5haXOzu7h7819xP3z739PQMu5uzyeDSsa9cOvaVa7CPvQPUOVBXBVR5MGoMMOaInycKc9hcJ1G+G5vvIsp3EeY6CfIZCvlegiBLWMgSBlmCIIsNsvFjglx8+VsYENkoviQuCsGGUAzODRGODTE2gn4h6b6eQ7ZUu0//G7XFTHG7vrA2nt+3mSmFyf2D3AjPWBxCHBMH4M6B3VNK3GI5/FHu+3q2HOKuecmD1PWPwo9C6BO9vIrOSZ/E8T/cXbsPR1+c1/e+Hg6GKsbd31DHsBeO/Th+TyunBLs4c+RHOGPyJ6kZexrGcenJHGqwlMGn77fKpuN//EgBE6thYnWCw/kWjKKIlpYWpkyZ8p7HPowiuooJ21LpLdCVC+guDhXRlQvI5INiwjdO+hbiLrSYYsLHKSajTPFKm3i+uFx8LcfZt40pJklLqaK+5WJeqfTvURMnqRwnHg6gbzvXMUTWkgviBHQ+CEvzfVdI9RZC0oX4iq182D+SsWAL5LOH819tBxj8c8clpMrkSJkcKTPwO83sF4UZbDFacgitQ1icjyjOWydO5vZbZz/gPpjiM/smxCPEMyEeAUkCakzAeBMW18VJbNeEGCfEOAG4IZiQyInAiQgdS2QsoWMJHQgwFJy4BBhyjkPeuOQr6LOqL1o74ijF7jfdn9dw2DeMPqTODWzrKbB89qFvnHo0HW4MW7akbTKZPCDg7FtOpVKHtW3fdodaX1VVNSBITiaTA16nqurAG6PkcnGAuXXr1g+0X8eylpaWcjdBykTHvnLp2FeuY+vYjyiW8XEG833ua9bXp+JIQ2BziPkP8pj9H99/eahuOFdOLW9uH9LXy+Vy1NQMj15iQxXj7m+oY9jTGcHpk/5baXlnJ9C5ZUhe+3AcW59xcrTp+FeuIzn2VcXyER/wgQFfI2W9ZzsD/6N6MH3/1hWRo2nTpk1D+nrvF8OW7ZNo3LhxtLe3EwQBnhc3o7W1lVQqRV1d3QHbtrW1Dahra2srXS52qPVjx45l3LhxpeeeOHFiaR5g7NixB7Srvr6eyZMnk0wm9d9ZERERkWEsiiJyuRz19R/sLuGDYahi3P0phhURERE5NhxuDFu2pO306dPxPI9169ZxxhlnALB27Vpmzpx5QKDZ2NjIgw8+iLUWYwzWWl555RW+8pWvlNavXbuWSy65BICdO3eyc+dOGhsbGTduHBMmTGDt2rWlpO3atWuZMGHCQcez9TyPBo0rKyIiInJMGC49bPsMVYy7P8WwIiIiIseOw4lhy/Zv+KqqKhYuXMi3v/1t1q9fz+9+9ztWrlzJkiVLgLhHQt8YD/PmzaOrq4vly5fT0tLC8uXL6e3tZf78eKyJxYsX86tf/Yonn3ySjRs3cuONN3LuueeW7qq7ePFivvvd77J69WpWr17NPffcU3odEREREZGjZShjXBERERE5fpX12qmbb76ZGTNmcOWVV3Lrrbfy1a9+lfPPPx+AOXPmsGrVKiDOPq9YsaLU06C5uZkHHniA6ur4BhezZs3iO9/5Dj/60Y9YvHgx9fX13HHHHaXXueaaa7jgggv427/9W772ta/xhS98gaVLlw75/g5HuVyOv//7v+eMM85gzpw5rFy5stxNkkHy/PPPM23atAFl2bJlAGzYsIG//uu/prGxkUsvvZRXX321zK2VoyGfz3PRRRexevXqUt22bdtYunQpTU1NXHDBBbz44osDHvOnP/2Jiy66iMbGRpYsWcK2bduGutlyFBzs2N9+++0HfAY8+uijpfXPPPMMn/vc52hsbOT6669n79695Wi6fEC7d+9m2bJlnHXWWZxzzjnccccdpTFOdd4PvaGKcWUgxbWVRbFt5VFsW9kU31YexbeAlYr2ne98xy5YsMC++uqr9rnnnrOzZs2yzz77bLmbJYPgxz/+sb3uuuvsu+++WyqdnZ02nU7bT3/60/bOO++0LS0t9rbbbrOf+tSnbDqdLneT5UPIZrP2+uuvt1OnTrUvvfSStdbaKIrsggUL7Ne//nXb0tJi77//ftvY2Gjfeecda62177zzjm1qarIPPfSQ3bRpk/3a175mL7roIhtFUTl3RY7QwY69tdYuXbrUrlixYsBnQCaTsdZa29zcbE877TT7i1/8wr7++uv2iiuusF/+8pfLtQtyhKIospdddpn90pe+ZDdt2mTXrFlj586da++8806d91JRFNdWFsW2lUWxbWVTfFt5FN/GlLStYOl02s6cOXPAh96PfvQje8UVV5SxVTJYvv71r9t77rnngPonn3zSfvazny19gEVRZOfOnWuffvrpoW6iHCWbN2+2F198sV2wYMGAwOZPf/qTbWpqGvCj5corr7Q/+MEPrLXW3nvvvQPO/0wmY2fNmjXgM0KGt0Mde2utPeecc+wf/vCHgz7uhhtusDfddFNpeceOHXbatGl269atg95m+fBaWlrs1KlTbWtra6nuN7/5jZ0zZ47Oe6kYimsrj2LbyqHYtrIpvq1Mim9jurVsBdu4cSNBEDBr1qxS3ezZs2lubiaKojK2TAbDli1bmDx58gH1zc3NzJ49G2MMAMYYTj/9dNatWze0DZSj5uWXX+bss8/miSeeGFDf3NzMJz7xidJltxCf833Hurm5uXTTHIjHZZwxY4beC8eQQx37np4edu/efdDPADjw2I8fP54JEybQ3Nw8mM2Vo2Ts2LH88z//M2PGjBlQ39PTo/NeKobi2sqj2LZyKLatbIpvK5Pi25hX7gZI+bS2tjJq1CgSiUSpbsyYMeRyOTo6Ohg9enQZWydHk7WWN998kxdffJEVK1YQhiHz5s1j2bJltLa2MmXKlAHbNzQ0sHnz5jK1Vj6syy+//KD1ra2tnHDCCQPqGhoa2LVr12Gtl+HvUMd+y5YtGGO4//77eeGFFxg5ciRXXXUVf/VXfwXAu+++q2N/DKurq+Occ84pLUdRxKOPPsonP/lJnfdSMRTXVhbFtpVFsW1lU3xbmRTfxpS0rWC9vb0DAlugtJzP58vRJBkkO3bsKB3ve++9l+3bt3P77beTzWYP+T7Qe+D4837HWu+F49cbb7yBMYaTTz6ZK664gjVr1vCP//iP1NTUMHfuXLLZrI79ceTuu+9mw4YNPPXUUzzyyCM676UiKK6tLIptBRTbVjrFt5WlUuNbJW0rWDKZPOBN27ecSqXK0SQZJCeeeCKrV6+mvr4eYwzTp08niiJuuOEGzjrrrIO+D/QeOP4kk0k6OjoG1PU/1of6TKirqxuqJsogWbhwIeeddx4jR44E4JRTTuGtt97i8ccfZ+7cuYc89lVVVWVorXwYd999Nz/5yU/4p3/6J6ZOnarzXiqG4trKothWQLFtpVN8WzkqOb7VmLYVbNy4cbS3txMEQamutbWVVCp1TL6Z5b2NHDmyNLYXwMc//nFyuRxjx46lra1twLZtbW0HXE4gx75x48a957E+1PqxY8cOWRtlcBhjSgFtn5NPPpndu3cDOvbHi9tuu42HH36Yu+++m89//vOAznupHIprK49iW9F3XGVTfFsZKj2+VdK2gk2fPh3P8wYMxrx27VpmzpyJ4+itcTz5wx/+wNlnn01vb2+p7vXXX2fkyJHMnj2b//qv/8JaC8RjhL3yyis0NjaWq7kySBobG3nttdfIZrOlurVr15aOdWNjI2vXri2t6+3tZcOGDXovHAe+//3vs3Tp0gF1Gzdu5OSTTwYOPPY7d+5k586dOvbHkPvuu4+f//znfO973+PCCy8s1eu8l0qhuLayKLYV0HdcpVN8e/xTfKukbUWrqqpi4cKFfPvb32b9+vX87ne/Y+XKlSxZsqTcTZOjbNasWSSTSf7hH/6BN954g9///vfcddddfOlLX2LevHl0dXWxfPlyWlpaWL58Ob29vcyfP7/czZaj7KyzzmL8+PHcfPPNbN68mQceeID169ezaNEiAC699FJeeeUVHnjgATZv3szNN9/MxIkTOfvss8vccvmwzjvvPNasWcNDDz3E1q1beeyxx/jlL3/J1VdfDcDixYv51a9+xZNPPsnGjRu58cYbOffcc5k0aVKZWy6HY8uWLfz4xz/m2muvZfbs2bS2tpaKznupFIprK4tiWwHFtpVO8e3xTfFtkZWKlslk7I033mibmprsnDlz7MMPP1zuJskg2bRpk126dKltamqyn/70p+0Pf/hDG0WRtdba5uZmu3DhQjtz5ky7aNEi+9prr5W5tXK0TJ061b700kul5bfeest+8YtftKeeeqq98MIL7R//+McB2//nf/6nPf/88+1pp51mr7zySrt169ahbrIcJfsf++eff94uWLDAzpw5086bN8/+67/+64Dtn376afuZz3zGNjU12euvv97u3bt3qJssH9CKFSvs1KlTD1qs1XkvlUNxbWVRbFuZFNtWNsW3lUPxbcxYW7xuRERERERERERERETKTsMjiIiIiIiIiIiIiAwjStqKiIiIiIiIiIiIDCNK2oqIiIiIiIiIiIgMI0raioiIiIiIiIiIiAwjStqKiIiIiIiIiIiIDCNK2oqIiIiIiIiIiIgMI0raioiIiIiIiIiIiAwjStqKiIiIiIiIiIiIDCNeuRsgIiJH5pvf/Ca/+MUv3nObf/u3f2PixIlD1CIRERERkUNT/CoicuSMtdaWuxEiInL4uru7yWazAKxatYqVK1fy1FNPARBFEWEYMm7cOFzXLWczRUREREQAxa8iIh+EetqKiBxjamtrqa2tLc27rsvYsWPL3CoRERERkYNT/CoicuQ0pq2IyHFk+/btTJs2je3btwMwbdo0nn32WebPn09jYyN/93d/x7Zt21iyZAmNjY1cfvnl7N69u/T4559/ngsuuIDGxkYWLVrEyy+/XK5dEREREZEKoPhVROTglLQVETnO/eAHP+DOO+9kxYoVPPfccyxevJjFixfz85//nNbWVh588EEANm7cyE033cTf/M3f8Otf/5qLL76Ya6+9lrfffrvMeyAiIiIilUTxq4iIhkcQETnuLV26lMbGRgCmT5/OSSedxPz58wE4//zz2bhxIwAPPfQQl112GQsWLABgyZIlrFmzhscff5xvfvOb5Wm8iIiIiFQcxa8iIkraiogc9yZNmlSaT6VSnHjiiQOW8/k8AFu2bOHZZ5/liSeeKK0vFArMmTNn6BorIiIiIhVP8auIiJK2IiLHvf3vwus4Bx8ZJwxDrr32WhYuXDigPpVKDVbTREREREQOoPhVRERj2oqISNFJJ53E9u3b+djHPlYqTzzxBC+88EK5myYiIiIicgDFryJyPFPSVkREgHjssFWrVvHTn/6UrVu38sgjj/DII48wefLkcjdNREREROQAil9F5HimpK2IiADQ1NTEXXfdxWOPPcYFF1zAv/zLv3DPPfdw5plnlrtpIiIiIiIHUPwqIsczY6215W6EiIiIiIiIiIiIiMTU01ZERERERERERERkGFHSVkRERERERERERGQYUdJWREREREREREREZBhR0lZERERERERERERkGFHSVkRERERERERERGQYUdJWREREREREREREZBhR0lZERERERERERERkGFHSVkRERERERERERGQYUdJWREREREREREREZBhR0lZERERERERERERkGFHSVkRERERERERERGQYUdJWREREREREREREZBj5/6MWVR/sSFDOAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compare time distributions by event type\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "# For true labels\n", + "plt.subplot(1, 2, 1)\n", + "for event in sorted(df['true_label'].unique()):\n", + " subset = df[df['true_label'] == event]\n", + " sns.kdeplot(subset['true_time'], label=f'Event {event}' if event > 0 else 'Censored')\n", + "plt.title('True Time Distribution by Event Type')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Density')\n", + "plt.legend()\n", + "\n", + "# For reported labels\n", + "plt.subplot(1, 2, 2)\n", + "for event in sorted(df['label'].unique()):\n", + " subset = df[df['label'] == event]\n", + " sns.kdeplot(subset['time'], label=f'Event {event}' if event > 0 else 'Censored')\n", + "plt.title('Reported Time Distribution by Event Type')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Density')\n", + "plt.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Analyze feature importance through heatmap\n", + "feature_cols = [col for col in df.columns if 'feature' in col]\n", + "\n", + "# Correlation of features with event types\n", + "plt.figure(figsize=(15, 10))\n", + "corr_matrix = df[feature_cols + ['true_label']].corr()\n", + "mask = np.triu(np.ones_like(corr_matrix, dtype=bool))\n", + "sns.heatmap(corr_matrix, mask=mask, annot=True, cmap='coolwarm', \n", + " fmt='.2f', linewidths=0.5)\n", + "plt.title('Feature Correlation Matrix with Event Types')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create Kaplan-Meier survival curves for competing risks\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "# For all events combined\n", + "kmf_all = KaplanMeierFitter()\n", + "event_observed = (df['true_label'] > 0).astype(int)\n", + "kmf_all.fit(df['true_time'], event_observed=event_observed, label='Overall')\n", + "kmf_all.plot_survival_function(ax=plt.gca())\n", + "\n", + "# For Event Type 1\n", + "kmf_event1 = KaplanMeierFitter()\n", + "df_event1 = df.copy()\n", + "df_event1['event_observed'] = (df_event1['true_label'] == 1).astype(int)\n", + "kmf_event1.fit(df_event1['true_time'], event_observed=df_event1['event_observed'], label='Event 1')\n", + "kmf_event1.plot_survival_function(ax=plt.gca())\n", + "\n", + "# For Event Type 2\n", + "kmf_event2 = KaplanMeierFitter()\n", + "df_event2 = df.copy()\n", + "df_event2['event_observed'] = (df_event2['true_label'] == 2).astype(int)\n", + "kmf_event2.fit(df_event2['true_time'], event_observed=df_event2['event_observed'], label='Event 2')\n", + "kmf_event2.plot_survival_function(ax=plt.gca())\n", + "\n", + "plt.title('Kaplan-Meier Survival Curves by Event Type')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Survival Probability')\n", + "plt.grid(True, alpha=0.3)\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Cumulative Incidence Functions (CIF) for competing risks\n", + "def compute_cif(df, time_col, event_col, event_value):\n", + " \"\"\"Compute the Cumulative Incidence Function for a specific event\"\"\"\n", + " # Sort by time\n", + " df_sorted = df.sort_values(by=time_col)\n", + " # Get unique times and count events at each time\n", + " unique_times = df_sorted[time_col].unique()\n", + " cif_values = []\n", + " \n", + " n_samples = len(df)\n", + " cumulative_events = 0\n", + " \n", + " for t in unique_times:\n", + " # Count events of this type at this time\n", + " events_at_t = sum((df_sorted[time_col] == t) & (df_sorted[event_col] == event_value))\n", + " cumulative_events += events_at_t\n", + " cif_values.append(cumulative_events / n_samples)\n", + " \n", + " return unique_times, cif_values\n", + "\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "# CIF for Event 1\n", + "times1, cif1 = compute_cif(df, 'true_time', 'true_label', 1)\n", + "plt.step(times1, cif1, where='post', label='Event 1', linewidth=2)\n", + "\n", + "# CIF for Event 2\n", + "times2, cif2 = compute_cif(df, 'true_time', 'true_label', 2)\n", + "plt.step(times2, cif2, where='post', label='Event 2', linewidth=2)\n", + "\n", + "plt.title('Cumulative Incidence Functions for Competing Risks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Cumulative Incidence')\n", + "plt.grid(True, alpha=0.3)\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Analyze time distributions by event type\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "# For true time and true labels\n", + "plt.subplot(1, 2, 1)\n", + "for event in sorted(df['true_label'].unique()):\n", + " subset = df[df['true_label'] == event]\n", + " label = f'Event {event}' if event > 0 else 'Censored'\n", + " sns.kdeplot(subset['true_time'], label=label, linewidth=2.5)\n", + "plt.title('True Time Distribution by Event Type', fontsize=14)\n", + "plt.xlabel('Time', fontsize=12)\n", + "plt.ylabel('Density', fontsize=12)\n", + "plt.legend(title='Event Type')\n", + "plt.grid(alpha=0.3)\n", + "\n", + "# For reported time and reported labels\n", + "plt.subplot(1, 2, 2)\n", + "for event in sorted(df['label'].unique()):\n", + " subset = df[df['label'] == event]\n", + " label = f'Event {event}' if event > 0 else 'Censored'\n", + " sns.kdeplot(subset['time'], label=label, linewidth=2.5)\n", + "plt.title('Reported Time Distribution by Event Type', fontsize=14)\n", + "plt.xlabel('Time', fontsize=12)\n", + "plt.ylabel('Density', fontsize=12)\n", + "plt.legend(title='Event Type')\n", + "plt.grid(alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tensorflow1.15_nvidia", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/utils_eval.py b/utils_eval.py index a077f9a..692e59b 100755 --- a/utils_eval.py +++ b/utils_eval.py @@ -138,5 +138,3 @@ def weighted_brier_score(T_train, Y_train, Prediction, T_test, Y_test, Time): y_true = ((T_test <= Time) * Y_test).astype(float) return np.mean(W*(Y_tilde - (1.-Prediction))**2) - -